{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Augment\n",
    "> Transform your data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this module we have the functionality that enables you to:\n",
    "\n",
    "* Preprocess audio by removing the silence and resampling\n",
    "* Apply transforms directly over audio signal like random croping, shifting or adding noise\n",
    "* Transform spectrograms with time and frequency masking (SpecAugment), calculate Delta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To acess all of the transforms available, you only need one import:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai2_audio.augment.all import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "from fastai2_audio.core.all import *\n",
    "from setup_example import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Starting with a audio sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "audio = GenExample.audio_sc()\n",
    "audio.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The silence can be easily removed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tfm = RemoveSilence()\n",
    "tfm(audio).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or else you can crop the first 500 ms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tfm = CropSignal(duration=500)\n",
    "tfm(audio).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now with the spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EYF8D/D1VveqJ3bIDiHkc9uC5bUJFhodqF9rIlcNF+yFNPBr6mVAmB0eeOFQgToX2XL+N2qx+kaFSiDLMDPtnyFWJjIPkkM5+81ubdaqDbg5p0vcSCo3HrT3hTKiPoT6xZTkIcWYvWlgL7nIFYlPXWGUubSsbfNQ6Y2u7HatHxdiZNebKOqXgE20MPLyds2rthVpva7zLSKWk45rkdICPXGedb7e0TsZP7MXVDA9sFiQVVjmzlG54kd4eE7929lFc3s64HBecxZptY23X0wrphGpjUJCW8UAS5Bpytna7jWNy2dpQnUFoIFeC66BdCt3MlrWH5n1ItE6YDLEfhIPNrl1/38uAH+qId0rKji56nKjN8ntTwTW2rUQZYMUsDlTQ4Jn6jg+b3svzw1iG48A1VJI4amfcNTkBYOIisfG4VsjVOGD0z4VoOfcKUrUDPzq143eAOrS2kziYNtQu0eTAC6cP88JJQyqD6XGc89azu3hwveTiZE1GkH7QzCCdkGcZQVDVAcYSLQNWtonH5Gi4DLioVKepeAOOOB3fpeosk4Owvb2mPnaDx4BA2CTiIiDTfsDvn0NBopKmZWJXNkkThyQlAJK9vYflPdZQIV0GVSQr3YUJOUzLc2Pn51tbv4etsxdc18PDtl2uQjlfJddXtuuJmqJ0emMQ1o2aiHwyJsr50kcs+lXgm1U1isg/Bb4ZU0B+EfCFmKr0s4FfE5EPVX1cDft+Vf2eoqDwG1jtl9dcbeV9EH1ve9vb3m6C5Rv892RNVV+9k7T524xacJ+LKRQ0qvoOTBng4x65vYi8TET+VEReD3zCVQ5TY17I5Wu15db1QFRx2xLnyBnXJTLeAuEChHHWRbSZlIsZunGmFmfmZkunVKtM2NhspT1fYgmzhPOZ7D2UmSGNg60nN74Er8cZrd+MQVGtwBWIK6tAmWW6aPBWQT5ozlM8kOKK1warADaTVsiNR1pHfdkWTC+N+Lpvyrn1s+cK1HmOJwtmBw2nmwlta49BaoK1d+WpjrzFdXZnwn0MuRNSUxqRhU1X8/rVB+FFmUrLWxoTYn2oO+CNx8/hvUfn+PVmympb094/B6A+dlSn5jGok8EDUV/i5623vyPMHi4ew0apT5KdT5eIs0DqtzPUkDSxc6zOGKAvxSCuDIQ1pGO7OM0m0LgZTBLiFHFjjMFFYNMHYMW4Eds+YuxQr2jreMvlu3jT4tmkMoVOOLI63tXcxp8fXaDN1kCHUk0j2lrbfGP32e7RGBz22Y6tJ6XtwRXvUsAp0dv+1m1FO/NsUsWluIAAc2cuzdR1nKs2tMlzqZnTZk9zbDP16anQ3KaDJ6ICrlwnKc+YOruOPUzlkt37HIT6pKPLgXbZB60hNEq7dKSJEFYyxKUAumWw7dYJ39iBuoMKrUsgvFPwMnhcvsm4tiACU2/vcdkuzQJaOXyXS/xDSdNQ7ldGvSAxD3EXAFFHdxAI5fjqhLAuMbBNy80yRUk3DofdLiK/u/P9Far6iid46C+j6I4Bz8EGlN7eU34brNTR+Q7grwLHmHfxBzurfIOI/DeYkvUvq+obrnXwW3cAwQYOMIZGnnh7ILMiSQc4y28SkjK5cuYq91BukwibRKqddZyd4g2+pzoRVByxdoZXJxsAwP7WOhe/3yCRnm3lEszuB2QMoAOw9vjGApjhDCZHOrxQcWrxkOwhLi24PKgIiSI+4yolS6AfWdQXGMQD8wJpFbhEIlSVkA496zizfYVynaIgIkgScqXkeR4GRouFOMTbYDLEd6Jj1dQ0OfDu9iJ3hFO6Mho82C5ps6cKiTsWZ8yqCe85KpDDJWdQTn+9y7V12eA91Dra3YBtfZZxnTF0NrdXdDMhl7BVew66c4o6xbUWt6p2RNh9UwK+HrQQCpgZ3Wi6bFGgXVcDu0ylQJUFp1eVAfqUZLGDvpv809VdvG1tN3TmOs5SzVsu38XJ8ZzTU4v1OJ9JD8yYbS02EzY6DCCS1CCdEkuQDBRiQ8+AShMLPudg1/bsbMrRxHZw3+aQZWiZB/ueVbhvc8Dx5TltZyQJ/3B5CDO4RtBocJprr5jjGDku26cf1P0GwjrjotIeVohCte4nWko4i+RgcRYNgj/pYyVl8IxKmnvStMSrSsB8N17SP9Tq1JhTzuJdufbDwOO3qUzqhLioDYIq+8p1oDrtBvisf7+7g0A3dzZQzSskK64t7VvUw0BzMyxzwwPIQ6r6sVdbKCK/A0ywkgYXRaTvxL9xN6YhIv8I0337icfRzBcDr1XVXpz0p4EP3VneQ1gV8LMi8oWq+lNX29ktPYDsbW9729vTYQqkGx9Arr0v1RfDNWMgffD7s4FP0zEb/B6ulNXvi4c9kTZ0IvIrmBjoM3MA0TDSCclAthlLvYqEVYls50w8mJir3GbirMeHPH4bqcrsp704GWa7Guyzm+Mx5EUISJWv4MDnue1jc0dg+R7w2xIYLTCV7wTfCmEL9QnUp3kIUvpWwNkMOntwdRoYNXnrQRz989NDNuQxGJ0mUCUIG1vUnIf2YoZZwods0E2ZgmptrKvslTgTpLLlAFKDeg8rj04yYWnXL7WeNnqWvuHAbznwGz5QHhjuQVTPQ6sFUx9tlh16wkI5961dp1y+96k4kkvAv8+ZwNhArjFosV062nOM98TbPVCn5NpID3WJa7vW7osKxIXiDmym7quMiOJcJmeH5rF97W0J5jb9z5uAtIJOC9V6HtHO1r84XfPB8weZF4wwITS54qidc7adMK3sOl06WeDafpYNcTbCNmEDYV2YTOW56SFI9UAq52dOoLVBoE2eVVdzYbIhuMRDW2MOzkNH7RKuyjRNRWo9/UQ7zcqzK4okMbi0vApxzph7s3OPuiSkyhEatSA2EFaF/RQVv43Ul5W6R8vL8+i3xoaKC4+0eQhmu2jvGqrkiScHY3kBiJpXqc48eL/eif+qGsOqcogaq6vPDXGNIQlOja7fexnSBXsvvBCXHukUV4Ly1UmLO9pws+xxeCBPykrtlv8R+KSdAnJgpbB/UkS+Dwuifwjw+kds/jvAD5QyzSfAF3BlGef+GILFR/7gkct27dYdQHR0YyVm8qJg262CE+KyUPlSxm8jiFEOq1UsvxvMleaeOLOHvMDZdAsln4v4ScSFTI6OtCmXsjB5RNQS8lSGwSXNlfZAmPfPbD8QTBStDAOvTkueSsHUw9pe8HqlVKdCm4Xp0jqrWCWqQundnE7GGEUy2CvObN+SZYCwcoA8zdSzjoNCqXXlwd92Fd5nmjaQsmNad0MiYdMFoih65rniPVGoQ+JcWHPer+l0fKQO3JbaRdrkOay23DE9493LC9Z2JgafJGtvHxIUNdguVxYj2I0HqRNyZWy6OIPuYIRZ0lTtOgtIYx1jP/AM23uDpXoI0PvMpO6IyWC2NIukWGAWp/g6E+pI6xSdycA8q+tIyo7Yeu6en3B3dURVZgO1JI7SnDsmZzy8mPOCpfWqR8sZf9Q8l3xcG5V7o1ewAdtDIQeHbxXXjQNjdwCpLs+KKPmi3fsPuushnr+8zMx3HIYtlSSmBzYSnKYp71xf5Hm3X+bCdMN9qwPujRftGpx60jLZxCcXzvRsvD7qFCaFEl2NEJOLQrt0hK0Y9baPPVUCUtMtPGkqzO9rR4hoFkBgcqk1SLCn8XrBCagzxpbrdGhDnAphY7EQyYWG28doslryaBnEXJuHAdWo+jV9suBAGa6N9aZbe/er0258dJ1YjthNMEO5n54BBPghDOL61aKK/9uq+t+p6p+IyM9gpQsiRsG9goGlqvcWuu7rgCOsPPSu9TGQCiuR8PJrNeTWHUD2tre97e1pMkVvGoQ17FP1tcBrH+P3D77GNt+JVYC81n5fiVWVfOTv3w58++Np4y07gKgfZyoapLi/ubjVbsBKtHLkSSAcbXBneUxWmlQjXBCVPHWDS5/mtt+cLJsaAVdmp3kbcCFT15FmU5G2Yciyls5mdu1BcdP73IeSDSzZIJ2e0QI2Q69aJWwy08uezVHFtngFrk5EgdQ5k8goM9oc7ONSUQKZwvpZ5bqEAi/4TOUyXXYcr2bDb3UVSckhJT+iNyeKZrFEwsUIe4GwbSqO45yjMGebq4EN5CXzzrOLxOQ5ixMeahZsVza1dpWSayFlcCuYP2j7i9OSc9In2yWG2W5aCioeBHzHFbIlaZYhW8Kfiwb5heLc+6bPMzE2VZ8cmZJj09QEn1hMW6ZVR1toXaenM3yViJ03L0x2tssOJ0o1Ma+jU08u7uTUdVwMZ3z0wbt42+ltPNQYrHTSTAnTjjStUW+Z3X3AN07No+qf27yE9qCc18TumTrAqUmRAKt2QlZHJYmofoDQwBIJnze7zEk75e7ZMbVLPHxo7WjjFD+L5M6hwZVE2fIuuDGg3uel9NYH123WL3TL3psAUV+S9QxeRMdEPXUy5JH0XpUly7ohxyPX4FsdjuuioQSpFvwmDUmGaWLer4t5QBj6HC5y+d5mO25PkmkMAfDbgjSUXBA7J0G6m5S7oZCeNgfkL47dsgOIJB1YWG6dcW0izSu6wxrXZpNFADQ7y2A9mOK2HewUSlMnxJlHouLbjJTeKpx6UhL0XLaYQfRQKL4ShVR7miykTcCv/BAnCZuyb4VwNkJsORhOX58ADrqF29HWMhZMDoaZ+5UzDjCQK28SP0mYnDpmJfTQLqG5aBRc19h2eTrGaIjC5nTCdlUjXgf4TZKwdjPDxg873KQbKb6th1XArwX1gViNzK3UOe5vDrm7PsKTuZSWAHgyd89PuOf0HLVLxOyoZwYhRFcbC6uz69Fn+YeNDZZgGc99xwUlmbKxzsO1gm/EcnGxhFAtLORc4lN9p9wtDMJTB9Wxoy2lw+PFllAn2hS4FD05C3FTgg+No506u3etg0rR0rvG1qNJcFXm3avz3D25yHPrS4BpXl1KS96+uYPTZkodbJBZtTXdWc20nG+uhFQgojiz+y6RAR7s4xKugxR26NvlWVq3FWdxwiI0TIhcDGdMy0aX4pKjbs6D6yXTYBBi6kbade4ldgplOPfPvOqgmnBFcqdCfWaDWHvokWQsP7C4FGIDgGWej5OOsElIUrpzFa7JA723vtyarFBw+G0m1zJQd8NGSVNP9lCdRPw2WuY5xsLy687ovN6VZWUgq4TqtMO1ifbidEhMtN92YiXbDtnaPcmLCXkx4WaYZaI/8+yWHUD2tre97e3pMyE9Smny1rendAARkW8AvgIboP8IeFn5/vXABwF3qOpDZd0LwI+W37fAl6nqH4vI87C6yneV/bxCVX/g8bQjTwLdQYVLlnhnAcniFs+rQUU012FwlyVlEAvwqZhXMOQqpL7gdlnXZbSfyBSZi35xrnRnaiKD3pFvoSnaVXGRca1D1IK/ORRGTLFUCwfvzlcwkgAIajPSBHGutIcF2mrMScnTjDpn4niXe768JWi1Kibg2LohF0O9Qg3SOtJJxWa2q5rXXy8lLRKheCBh0eJE6dSxcA3PCkesCqVq4RrWecJ/WH8w23OB4PJAHEDUNL/qIhHTt0GEemWB4/ZABhViMOZSu3TUZyVpLA23gPpIiAtIM8W1I/Oqb7pvLe+iuTiSGijKw+IyISRydsRe8qNxplUWsuX5ZBk0z1xIY0DdJe6uj7gYzgCYSsd5v+Y4znnB4WWeO7cg+rvWF/m9SwtyBd3S2Ea9l9Hngwz6V87YUlDkbtSC2NkpUo47CZG5b5m4aJI5wDlvmN0qT3i4XbBqau45Pce6rYbET+2Zdb3UR1WeUQrZQO058O0o3YKaN+hiYV21RWeGEmyvhWqluJgJm4zf7sBCAtVxh1Zu534UeFlK7kvL0J5w1lIdNcSD2kgs0zDIC/mNeRxpGkzJN3i6Zdi5xwVa3tHWcs2oiyVJiYdT3Kw8u5dWA2T9ZM2C6M+8AeQpkzIp5UW/FhPq+kuYA/6FwG8Bnw688xGbfAvwBlX9y8CXAP0gEYH/XlVfBHw88PeK5sve9ra3vf2FMMsDkRv63Er2VENYAZiJSAfMgfeq6h8AiDzqQr4I+C4AVX2LiLxQRO5S1XuBe8vvpyLyZiw9/03XOrB6Qd04PvqmyHKjJhWtPSZagnR93kbBStPEIykT1obJmpRJ4eLpCTIAACAASURBVI8fg4oj5Yo8d5atPdTNMMw8FzqvTvKAW+fgjPO/VeJUhpoPBIWo+I2Y4OJyZ3dVwcgFm3X5cSZMpRCM+6FbT5zbDqtksQ/EsturE8tuB+gOhJM7M3KuxVUZHzLtatQVny5bYol7TKYtsQSV25VlGqdFRurMwcHIn89ZeO70iEoSW605zTZ9fm93gT9d38XhcsPds2OOuxntmcUffCuEjc3Cdz0rKfGQHArtVqA1BippagrDoo44LQHfK4QxtXg2QncAucygTa7D9tkeKnLOpv6+SkU52VGFhGpmW7wniWJCsMX7oM5DhDknQRzMph3PmR9R9wk9wJ3+lJM8pXKRZ8+OeP7EYiOncUo964jTGt8KeTsGqfucHcl9jgjjs9GTBJbpirycLnvaslKXHZficmjDcZwz9y2LScvdyxO2KXB2ZgoAeRugpyrXOrwH1o4iZeIxUkfvESWozpTpUbKgeWZQVxC1jHHfKmGdTBjR9RT0DknOaL2NEJdFBPSgxpXgtWtT8fRH1Qh1Qpxa3MJlHZb5TaS9MEUdhJORbg/2blmdEKE+7sb44iSQyr6k/JZKrle+64Cb2Z/nZ6AH8pQNIKp6j4h8D/AuYAO8WlVffY1N/hD4m8B/FJGPw7RYngvc368gIi8EPgZLhnmUichXAV8FMJ2cwzXWUaj3uKLO64paZ1+bQLpsWjy9Sz/tg+GmqZNmwYLuOsJKaVaCjwnc2tuYU+TNtTI1W19n0ibgVp5wZi/s/F57+VJVuOlhhFJIxhDqyuDRJ/5p2+eCKNkLuVZ02eubq8Erzo7fHdj+JpcK9JOlFGCCOB8D9ii4yphidRXRnYJXmoUcBe08jVjRIsAGwxK8TkE4W1lH60Pm9oMVXjJ3+BO8ZO7rTLa4kkTtIl30PNwsOYv1ANNUZyPLTGLJdaCwqpwFabvD8ltpXlwoqFCd2WCyW5vC4CtTR3YbZwyvAiu6CLG1dX0rRgjAcj3E2UBpz48OHUovda7ZkjwNRittlkzcVjDtWIaWShJ3+lE3xUvmOM55z+YCTenk798cEFtPfVQGzbyTnyIlLyRBtyz3rNz/riTUycajgF/YM137xDpWHHUzlr5l7pshiH6SZrx3fcimrbhvdcDJZjrm7kQx7S8EzUreVepWV+AyHtWxmiaYorVDPVSr0qlvLS/HbzOuSSYX1MPDGoZOXZI9v7aRTQJyMOXdNHGP6ojqk27MKu2l3mtT59Ugg5JuH2CXrPiNJRlqPyHEWGFp5qmPuyFQ3w8ubhOHwlVP1noP5JlmTyWEdQFTh/wALCtyURJUrmbfBZwvui9/H8uAHMBUEVkC/xb4etVeau5KU9VXqOrHqurHVmFxk85kb3vb296ubYqQcDf0uZXsqYSwPh14x45o188Bfx348cdauQwKLyvrCvAO4O3le4UNHj+hqj93ow3oLpaiRUWcLc49vsn4No8FZ4q6qdsm3LbFFIxBckaSzWrcuqW7OB958Voma6HUMYjSb4ZkQVsZkop0ktG1PTRpal6Mb21GN1AmuxG+GCCEYpJsfUlKtzAoYxA/bB3SqwCvA2FVzqlw8i1YLPhGB5qsis0aY+vJVWKzrQcUIwQTY9AsaDbqbs9t12g5L7m2nJdJyYFIyZFVSOp4MJnLsC004wNnGdLbpmKbAjGPBAMt8ix9AaleEVZ9mQFXDLU9ejqu35j30W+PjBnbaZ4NCmSEZtx251hF6dg1mGIywMRgLBHYbOuBngvmaemZN0FJZ/e4F5DM4iBZ/su71xd4Vn3Es4IVz5i7Fq/K3LW86/g824W9YutYkQuV1m+BPHpddt5CX0xs9xmwXB6BKiEhD5TrozDjYLLlfLVh4iJnacq6uFxHnV2wrIKqkPsyxeX+0/VKtaCVIt04c5Zc8pLyKHDZiyv6NhNW8Qrxxe6wIgmlDK3RZntvJy3CkJ+RgxuywNWL5WKJ5XRIyua5YMq/fbni3qPorZc/8etk+Ru9t4EFziUa7ExfJhej4ucgg7cjSfHrsR10N498u4ewbq69C/h4EZljENanAb97tZVF5DywVtUWY2r9hqqelMHkR4A3q+r33fDRhUEGupcp8UWLx1R5bZEGwW8TWjlSmI5MEe8gZ2Qb0WCS0ANbprzoUjSscq2kvrpgFKRnR22sot7QOfZ4dlXkvEteSHcxWadEWTcZlAU2gJjOk1jTsgyFoyTLiO/sJH5psFhB2BhzTHdzW3rs2inBZzr1Q+5D7Ae0aDpYu/WyJWSIfqgn7kt1ppyFVVPiGmS2WtEU2tS97Xn++OhuYus56+qhal/fjhgsz6Faj0yrPsfAd+BOKLkHtixPlLQVy5cpTeuTBdPEmSRMyPiVH3SnoMCNfofB1ueetZ42uaGDzdETLtkFChtjPunaIxm6Qzd2EI3lh8TaE9XxUHfAA8Ea2Wrgzdvn8JoHPoSMEMs5nzUTWHnC2s5dAV8qJqapDYT9ueTJDvNsme02JIFNGBhkIsrFyYZKEvc3Byx9S3A9MywyDx2xDO7O6ZinlAV2dMMkujFGV1ucUCshnFyZi2STEkcoenFxMc5yLEnPcj786ZY8L5VAveCj5WDleszF6FlUfmMSQnERBgaVa5KVl46ZPDEZoV5+naQ2oES1HJJNHEo2aO0LpGkDcR8bcU6vSDiVtDN5dA6d3hyPQBHa3ZnfM8SeMn9KVX8H+Fng9zEKrwNeISJfKyLvweIbbxSRf1U2+Qjgj0XkrcBLgK8rv38C8HeATxWRN5TPZz1V7d7b3va2t8drxudwN/S5lewpZWGp6rcB3/aIn/+38nnkuq/jSl36/vff5AlyJQZmhxO8KhBKNrdluAKkWWWzluCQLhcXGDT4gS0SjrfM7jljc7sFh+sTYzblqgS+D2RQ/u0JOWnqcJ1Ja+yybfoCT+rHWZF6c/9l4OGPs2V1Nnv2TR4gD+mlJ9LOhUlj4LAXGQzrUlgpK26AZsp+o6NpAnEbRrqNB+2K9+GUej4Kz4lT8szRbSrqecdtC5s+nzRT1tuaP1/fxtxbKddL0eJPbzu7g/dcPk8+qvlzvR0XMqwLVNFAX2o3LsfZ9+BQFS/Pt2Np1TiXQVzRtTtwFwW2ioLrPK4xL2UoGdvA7OFMqoU4FVyBcHJrQfm4CgbbOB1rhagMQXorvjTEcqFzSILYeC5tZ2xmFX+6vRuAu6pjLsUFl9ZzVusJ663dtLapCCtXWEvlPvd1Ykq8uIcr1Y/epGuMBRaXGUK2+vFAczLh7bOLbJPtJNYbZt7uV5MDx+2U2AaaR5RslU5Q5YqM80GyJ1nNE7dxuB1mXHWm1GcmERLnYZAm6e+TBqE7rAhnEe/c4OG5pBbw3irVA2fE2xflOLavARnY5iHXI84DYR1NzNQpbqfeunQJv4p0hxV+K/j1GARXMGkWEcK6G4LreWbIgyviqLkaJX/6ttwseyYG0W/dTHRlwEdd27vFnUFbbULakQbYu9cqgtvYS5hnIAVjVefI04r6pH/YHHEmxILjT45ge6EwT6bWAfhmR669rzzXFeVZMXy578ylMLDAtI+seFC/zP6PM0dYg187UhkMpMoGKfXVAntsWmy7+ohhgOsHnzTFYLAo5GiaV3kbhv25ScLXidm0w7k8qPGm7MBnVE0DbBsNY9k0FW1T8Z7VOdapZu5b1uVg968NhzOoDdgpytTcXqTRtVBmi6yHZJN5oci558lIae079IHiW40xEJzCQcRPO+KmIs0D1XGhXa9AshvUf3satMwjrsqk1pM7h4Sx4OhWSnGpWS4xrkQocZ+6jjRNhWwCTpRNqociWptcc+/2kLYLxFWNP2eBBC0DxhD3MKjemt6V65CV6gzq0xF2lNhXa3RoMLjUroWy2kx40C0HuZQzZzGQmJ0VkQqJg2ljWmTBKITSWFzO2iBDvff+ucneJigSZUyc7TvwqGgtVsd8oPgabdp3fSmE2Ui7XUeDoeYV3lkcYrQ8FHfKtR9zb7NJ9OhUcG0irOKgGdbdNac+bk0ipbAns++LqJW4Rwa3bhHnhv11B5Vpb+VsBctK8qFv8ziLe5KmJQ74TLNbdwDZ2972tren0fLeA7mFzI030+oSSOGcFxG34vqmWSBXxt5wRV4BwK0aNHib1RTX9/R5JanunM1+Jdssvz2036Cf8WQ47Cw4KQrbUqv8nsD0YYNd2nOMM9CNvwKS8S1XeC/Ty4pr1QpOHcmo4joX8sSVuu3j7D6sx/ZZve2xeJGsoSsM50FJuCRIahJYjl5H7dMwq3JOaTtPjo7pvGVemfvU1IEYPcuq5bZ6xSIYjAVwW73id9ua7XTG8qAh+EQhUZGTFa9SNW8oFhkWv/IWfG0KxJNHbyzOTexv1zvrYaBcK/PDDVVINCHTTSPN3LykdBQgC9WqwHs94SE5/DRycHFL23m265pUvDEOIvVBy6SKNJ1Fvc8tLDnjcLrlaDvjiDnB5SvO+fbqjC47DmYNzaZiMe1rt0ROZjVSirNrAO36+2X3oT41pdg4cwM0t5tgmd34zIBQV5HgE+fqLefrDduicDivW4LLnDU1t03XnLSToVCWVo4wj0ghQWh2Q14MGVAhOat1MporNdx1YL/1QWpRg6oA8sSRow6wkMkAWXnhXLmd4DVQeQu8ZytRvKv8m6YmsuiKxFB/0upM2sR1mTz1JoOyKUiCA3WVlaee1wOEBUUCpfalBK4bpFZ6JtjNMAui37rd6dXs1j3jPD7IuQr4bRwe+jTxSNHA0eCsqFSTrtRjdg63atHKE5c1aRYGZlS3tBdevVFMw0YGDL87NChltmwGWfSuKhnDhx7XGTTQHUB3rrzEE9Osas9JYf+Maqz9CxvWEfUVcWbMnGG7voZ39kP74rzoPYkwfahkdZfTkmSQW64DqXNIlAHqyTXkjSOdi6TJmLAGVv1uWke8U6qQOD/ZlsssNJ1BOc+dXub26pR72/MAXG7nnG0mSBIuLNZULg01wjWLFeNqApIF2RbIoZx7WI1xoh6mqo+lxHRKrGSHXUM2mG3qorGqohtxfgy684UuPVyMrafNE0u4dEqOfsj0xitOlFndsZi0zKp2uBZBMou6ZTOpWFYtS99wV3U8HGtSimgtD7bcvbSUpQdWSxvkkyV29nL7YO2yBE8ttNMxLOVaixHlymDKnnJdz1sOZ1vunp9S+0hUN7CwALYpsG0rTtoJm64emFZ4SzEfBHhF8XUpRRDF6NoFvrqiUqH08TgpVN/y3JXvaWbFoeqjPLxnsQzg9aWtqebKOBAYG8ohOVE9tCHPisL01BPWCdckcu1sZBjgLaU7CFSn0SoQZh3qqqvIcP36bPZ+G1EKHNYhTTdQ93UaBij7yVofRH+m2a07gOxtb3vb29NoaZ8HcmtZLgwUUaC40tIm0mFFf+rVpY3VV15OyDNHTn3EVnHbhNa+1C7YyaWoiytfGFM5ClWRnqiOhbR0tHVFTkI964bCQ21dyuTO+h2V/zsr1FSfGmuqm4/BVhdLwaGDaggeD253EqpjX/JE6MuEoGrlXdNE2N5eSsRORnZRdUapPyH4zQh9pVm2AOvasw5TYvSEYLPT2aSji56mC4ioJQX2zY+eqY+sc02TK3zZ4bl6w/nFhgcenLFua4LL5KIKyyqYNEoysoEUYkDYlOS5qszQd/JbpJfZGG7wyN6SLMTOc9TMLREyOfxpSdzblCJTW/AVO7PxjKw8Xa4Ji2g1MgpLTJeRKiQqn+iSH0gDAC4o265iu6k5aSfc3xwyL5SvqUTO0oQLszX3XD7Pg4VIcLye4bcytN+l8bwG3SsZIZ5dSEeiJX/mWq3QKJCip3KJeWjZpoqsQu1t5+88vcDDp4uB7NDtJHBKY3/nbF4gyiBlo2U919kzUvV5KR6qleI3GabmaYRNDwOJFVw7F8AXz6IEyyVlqqOtvVtBhjwQxHKx+vog6cA8fLuPavur3RiMXxWpmXNTIgwlc9XJ+A5hrMtcGaIgvZcRHKkuSYyqpOV0KK3r2oS/vOJmWJ+J/nSYiHwBVjnwI4CPU9Xf3Vn2zcCXYyoeX6uqr7rOvl6KCd5+TSl1+5XAg1hq9GuwsrhXpao983yuve1tb3t7Ciyru6HPjZqIfLKI/NhjLPpjTDfwNx6x/oswxfOPBD4TeLmIPN7sxu9X1Y/GxG0/Cvika61863ogAnFh0zXfpFLFTKiOGiYPbQfsNC9qyGrVCKmGADUipHnANwlRpTkcM3OlFaggz4yTG2WkA04fhHQp0AZFktCsw0Ab9dFyNdIEUAirErz2psTbl3HtxfbAvqeJCTCm2uib4XSkKOZabWbbjtnLrrUZuYu27a70hCSb8ebKhAfjxPBrOxhI64ZZaVUlXNl4va2HErdVSIMHso0VTpTgElmFS3HBSTRdl3vXh5xuJriNY72tmU46+uIjrshluLaUmXVj+0pFXPPCiqcHdi5uh2DQr9+3fQjKH1e4xg3SLrMHYHopU59mLn9owBeJk1SBHkSczxYPanZe7saz2VZUIeElU/lk9UyAVVeTVAh1Ylm1zHzLfY2xKO6sT9mkinsun0dEB4rttO44metQB2Q31+PKe22VCgfqsjciRZ5wRcnZxWJL7RMPbRdkhDZ5Dmu7cM9bHrGoWi6t59w5P+P+1cEg0YJXNJsX5YKSkyPU1sbY+cEDH+JMffvE5EIQCJsxzoGaNxHn5pmk6dil5ErQyujDfpOGAI46P1Jx+2ZtR48mzjy+yyTv8E0aKM1+3eFXLdJG8mJiAfpeTLF4H3FuNX3CaSEvHNTDcq08lPgLYBTjZ18w0aQnaSam+PTMx1X1zcBjKZp/LvBTqtoA7xCRPwM+Dnjd7koi8jLgm4EjTMS2eYzD1JgXcvlabbl1BxAYHthcOcKZSTyneYV0eVTqnVbkice1EX/WoIfGpVdvMtTSJVzjgIqi9I3WxpN3K1+S4XQoypOmgt+APy611euxfnh1ZsFJqa3mdXe7tUFaR1hZvWffgFRjJ9ktS0dagphaK92id+2dlXUVGzz6xDlJFvjsAqb4K5CmfXYXhBNPWNmAqJ6hU5dWTA7EgUZhs66HoHLuHNXUGrXe1qwnNlqt24oYHW8/vo2sQpDMA1uDbd5zdJ715RlVhPm0BKFLrxRWBj+41gbMXdJAH1TumUdj7XiDuHxj59cPtgDViSPGKQQ1ea1daRdvnV+3dFdAHtI4pL+H84TWedSJaoXYBM78hCok6pCIUjTNsuPkbEZOjvtWB9wxOeOO2tR4T5MNnt5ltqsaPSjQkShhLVbzveSj9ElwcSpD8miqjTQwJFR6+y1NdUgqBdPucueUw3pLzJ6tBKYlkfCsm3DvySExObZzgxx7FhZNGCCrXP73vqd6WfGdNHWkqR/gtlRRoNcygTiJYzTfcjFJtdUwVy9UJ6XzXlS4NpekUEHKScVlIKwibpNJi8pgqwJXuc2IlkgqEzs/dpRpXqHL2tqXFL8q5Wlrh4tKfdKRgxCXRV5nE0l1TVpUJpPiGJmWTbppiYSKDLlAN2C3i8iurNMrVPUVN6EZzwF+e+f7e8pvg4nI3cB3AH8VOMZgqj/YWeUbiujtC4BfVtU3XOuAt/YAsre97W1vT4Op8ngSCR9S1Y+92kIR+R1gAiyBi0WhHOAbrxfTuAF7MfDaHZHbn+ZKBZDvV9XvKQK2PysiX6iqP3W1nd26A4iO7r5Eo7R252pck6lXLXlaaIMlCz1PKySmkd+eM66JSJeQFIhTobnTZjt+0ZG2ATnzVKdugI7AaoXURxDWFixPUxlmjWEFs4d6cTchnisPXIGb6hOYnJQSussyc00lN2STmV52bO6SgYLZ04dzKDkphUmaapuhS7agvgpI7MX0rB1pOkp19DInfmM1OHIFGU924AoBoJpGUvSkrac+aIdcEe+UuA2s24qzbkKbPfefHQDQtsHEJFvh0kNLXJWRkyJW2Aso9jPtXuQx2vl0i5K17xikMfpywJYZbZ5X74HUxzbLzV4HNdvdDHbflpyXOMJlWmDGsBLaSpCd+yhJyJ2j2wZyJTycFhzOjbpch0hOlj/RxICTPMAX927PsY61CRge1VxalAxw0SL2aLVFQjS4amhfD9tNZPA4bUO7Z64xOZM+i1wVTtsJWYWYHYd1w1lXMtHV2fGyo03ehC97qGgjpEPBeeMEd9vAZlNYHUNtY3tmqlWBXr0M5aB9VyjsJVCeJp5e+aBXux1m+F1GnZgQaZMJZ6M0Tg4OFhUarOaK9EWomq54/OBPt0bNDYVyP/Wod/htNKqulyH47rqElaV2aOXwOwKMLlmb+9ywQaEi66A88eRNbloioaq+GCwGArxUVV96g5veAzxv5/tzy29PpA2diPwK8DeAZ+AAslPlTJK9LNVJh3TZYKwyUPhNZ9LQImjl8Wf2JmvlUecQMVXQARfprSvxjAIt9HCJwQ3WofU4cp/TGNaWLJYmQljB5MFehsE6uzSFvLZOLqxHeAMgzh3TSxnX+UfJnPjGoJ2wKfGFJIZcqrVBlEEGPWytw9rcyaDzNBRlmoPrBFDSQcJVaWToqDCdtTQuUIWRItRFD+vA2WTKe/0hKTvWG4MPYusN5gNIjhQd1XqMt/RyLq4bEzEJJj3iOrseNniO5+u3OmoZ6QhvoXbNU2vQnIs7EJaMbDbXwaTUh08TU9q1vBNHmuqg4qslbaGH8OpqDLxsuorUOVh7Vtua33/weUOsI2VHEwOryzOox6RMLZ2ydONzsssoG5IlZwZb9ufsOmgWEM8nEB2SPjupeSgs4fCMC5MNtRvjUquuZttWTOuOZdVy/+oAOS2xjVJhsV3VsPYm5d7Hn4qUe1iZllgv3RPW2VhXamq4VjiqdOoOcGIDdOlALZ5o0KxWjumD0fIzyqDj+uqgKaPOIERXGFnx3NRkR2ImV3MrFFXiGW7T4datvZfTYPlbZaBIi4pcmQS8Ox4h/Tw3rTvXJLvfOwWk0jTYu38TTHlcHshTZb8A/KSIfB9Wg+lDgNc/Yp3fAX5ARG4DToAvwOIgV1hRQf8EroS3HmW37gCyt73tbW9Poz2NNN7PB34QuAP49yLyBlX9DFX9ExH5Gazcd8QouFeMkKp6b6Hrvg4Loj8yxtHHQCrgjcDLr9WWW3sAyWO2rIrNhmQod1lmVw+cwbaB5Zx0bkZallKtqxatHXlqZTnDFuoH+prOHpcEtzUGUZrnAabyUUhTaLFZpG9G0cTZwxnfZIN1Oj+yb/zIyhlyMgq80Ysk5qoEKR1DKdxcG4QlubCtChRVrbTw+XXIN4izHiuymb2Y03VlPkJVPKhZqeeuMszARZRp3eFdpu3Gx6auIlplUuO5fLQwcca+5vbW48W8o7Z1UOUh+zrXhRRw0Gdhlx06JS767GJbry/Va6KTJnOSqxHqAsvWjvNCVjgVqtMiHFmuYZ9DI2oQI9hMP1fl92ieV38N8yQjdUKcotmxbSvztoDgsxEjOmN9VT4NngaYwGQ/429KrRVNVs8lzUe4boDvChQn0eDOXZHIHCCeSzBLkLGgf9k2q7DpKiY+cnGyHoLoD20WxM5Tz7ZkNYZWnpUs+jM3wIh+44yUsB3b0cOCYaPFqzCJkqRQX96inUFHffA5bEweyLcGcVWnLRILy2kezBsRIR1MhjwQF/PwbrouDXBU/3y61urzUAo+aZ+3cbwhL6ekWSAcbdFpGALskksW/9Tj1y30Nde94IqnaZIpOpa0bW+O92HNlpteUEpVXwu89jF+/3ng56+yzXcC33md/b4SeOVj/P7tWH7JDdutO4AIA8WvL1IDEE62g5QBQD43Jz7vAq7NuE074O0qgtYeaU1SQR1MLpVdJ0c8zMQLCWkd1Ykb63YvM/FAcZ1jdp9BAUMhqcJU8UXXanh+B60n6LaCizq8bO2BMXTC1llCYK1Dx5OL1IdEGwjC1raZXk5wZLEfk+5Q2sMi+z0TVs+xQU6swNtYeW7o3K2KnZ+kIQlyNunYNBWbswlhMr54rtBwqlk02ZZtQGMvS+LwmyKlEjIiI4so9Wyvovw6QEfCQN3t4bVeLbaPd7jO2iw7ciBxOsJAqYbgx4G7PlGqdUaysbBcr58VxjiKRGx5f22jkE8rYjAGU2o8vrDQolN0VTG57GjCjHtbT6isIbHzpE0gtDbY554+2xjzzWC4MniVQSJsGKi99an930N6eaKlzb12vw1IIrCcNRzUDVmFB7bLoQM7P92wmtes25q8EM5PNxxP5uXaVVSnbkjC7I8NBqlVKxs4wiYPCslx5ujmgt9WBYqSob54nFpxKRdLrGGng8YJeVINSYG5tueiPQxUp8liLqXjH1hdUu590dSSqPiTIpuzmBg1Xwx2Uxnx4f79y5VN+ihSRfGgtuNm08HS/5+9d4u5bdvyun6t9z4u8/Zd9trn7Dp16lSdMpQRLNFoCSYGKDBGRSJeCDGokYSEaMpoQoiAmpgYE1BIFKMhQRRBHtAQA8Q3REj5YJRCCh6AEKBu57b3Wnt9l3kbl95786H1McZcm1NVZ1/O0Vo1W/Jlfesbc445xphj9N5ba/9LDdVzKbHFjHxGPRAFxqsW1jWucY1rXOPjh1z9QN6qUGb/Aden2U85NxW59bNaZ9iPSMz45zPaVHNDMa8LqbAqOPWkDHd2gwzvJmQ74r2Ses/gPPVjkc04OeI2k4My3FizvD6UzOAxE44J9UJ9yOQPy4psa6WNHJg/P9WllFLZz7C1bXmdka2tmsY24IeANNC+Xpqyw87ZKl0yw40ntkL3jm2Lm9K0r9Q4KsqSIlGEIv0itpdKNnHK5hmeB0+u8iztcexrEGU8VkiVjbBWyixaGz+mfhKks/rRVKJz3SShIjMvAqA6yozqmdBls/zHYGiq9iGxem2+2ZPki++NyDY10MNZqQoQwZVSjO8z1V4Zt4uHxEApcZWS2IzqehTixpUSlyNvEnFfSGmDUD94k525deTRnAZL5AAAIABJREFUMSUauRASw8kkWrr1BC8zeZm4Ni7QpeHV6sNs/jKNWOmoN84QwHAnDLeOGOz6yqQk7JUxevbSMIyBuoq0YenKqwrH12v+zuipqrR4vqSFd1M/2b/t46SeayVG3yW6+2pGAvZ3YlnmqaJ+GFDvieuiTH1jVrKh0zl7lH6yp43EbW3IMzKpZCCucGAmy2lVZlXdvApWEuuTSY28Plo6CaRNTdwEU/mtQ2no2/tClw1JeUyWWZQyWjhCpEayEg6jlccmAcbg6L94Yx2DTxkKH4tl/rbEWzuBXH6XE9TPd4nUekNlDJPzoBnX4Eptt9x4/uFE3jZWd1Ylhy1uuGCOF0YvgjG6VwWt8yRUR8dwYyWauGJWhV29UsJxJK0DsVkuffME/gOlecqzeU8sXs39/QITVgfUmWZVJpCQyS8D7SOzg58dvPD8fcK4M1lwyWViwOrvEq00MpWGxpuldzBJncvBk5KYTzZGLJQkyGCGVh86az6MXcCdvDn57YP1hiZSYGeEwXAy5nlulbSa+hmm74RaKWcaTOPaflexvo7vL+C4BU017BzdvUM9NI+2v/O7zGU5NxiMelIVqPcm0++HTFw7zp8rSKa1TaiXcOJpAq/2Bcpbl3/3S5lSsm1HKbOPkIaLG65ITzkFVpPcuCKvA/48wYoNkQfgRqU9Z8ZNUTN4Hedyz7hyHL7o6LoJrmof0dWO47FhaDxD6bOsNnYRRaDrKugdg6sZslC/WuDTVZF/ap6VcMoGzYWiYK3k4EitzAjAaZLubxw5NOZ9Xt5TnTL+bBDd3HqzQJhMr0QIz50N7CnPJeUspjMXHo6k25VdxwkJNmY8E3GxQm5Ws0q2P9liDxHGXW0LjXEhyE4Kv7n2MwKTZHLxRhbOxMrY7WAl7tx8doP+NQO5xjWucY1rfOxQlWsG8jbFrPyJNeTMDtRRPfSmsBsmop7iukiug6W+Bb2htbdyV+OpXp/Mt3kCwJSVp2ZnHuJ5saRFDH21Plijb5KmAOjvPJJq3KisXyUOX1gu/+p1on4YcGNmvKkX4ldvGUjoITwqx4NnKBj8PDrE28rbVtKF3DfA5DeeK1u1TiURFIZbKze4zKwXBaUJrRTPEiHqRRPYK+5kfuN5FEYMreZOHtcJsU7kVUZGIRf0Exn82XP+HLTf90xdJR7eN5KhDI60NlRQOMnSBC16V66UWqwBX45PLGP0Z5mzsqkklhsY3hvNJOvsCU/+Ql/LEc6JVDuevt/RfW4qbRUuT6NoZdckl6wstJZ9pHbSb1qa9G4Q4qZYDzvwbaIu/ikpOQbElKAdsK8uroU1yau9kSHN7AvaDwf8caCtPONNbavncj81Q6beC8POk2uZrZPHrSe1mSjgq4TzyljQcaqQHhtc58hqZdUpw1OrRs3mVeGUCIVLIVGJu4rT5wPjSkyzjVL2FOhv7bpXFwK2LqoRBiuHP4y4zjx0AESsiS5ZyRcZtz9HJGbypsGdR/K6nnlZ6gs6StVkhA4XnI6d3VhxHVAH1SHihokHUtvzO8mizOisjOsMgJDrwucqDXt/6OeKw6cNa6J/XN3CX/jx1k4g17jGNa7xnYurJ/rbFQrVU8FxOiH6QPZCvK2teTfB/7ygIlYnbSukWlYRaRVwYyKva1LjZj4CQYmHCukdfjRIpIxlxVMY0BMc07XMwoiS1NRANZvsxgwnhf7G4/pQbDsXXPzEIK8OSqpNsTcdC5RzsEZ0XBdY64SEzPb/1Zm5xzDb546ACsM7zI5/E9xVvUlmhLMQDgWuvFlW4G4o0ilRiGW1FU5CahRWidBERHTmRDinjGlFtXf4SSZj8uJIlkmgMgsoArjSIxi3SxN9ei6rg8GAvTNGvUQYC2dkuM341iRGJFofJpTFa/OUWb3fcfyelWVew8QDsO1xXeDRl7ePt+/Hrp1lJ1MvaxI9HF+MvPfFR3ZNR19UbPddQ4qeuMmmtrwrzeEo+K+5N3w+4nqCyXpy3eKG0kuo/VybH7aOVIvxeMQUBAByq7jKMp+UHJ+7OZhkCXAeKl52AR0qWCdSm5GLRpJLEKNlzcNtmKU9xp2nv3GWzYblus9vDZjd8LD06nIl5u3RJdK2QoObhUphsow2TlJcFfDCxtOoPQ8SHNLF2ZFQUsbte7QOBhrZNm9kCf44INm4JxIv4OSDMc0BY6fPyr8OyRNIQEgrTyqfxarCf4Yw3s+aB/ILId7aCcRQHkVxt/L4rkwIQyY8nufGnK4q8qZmuK/xp0T1uowqXqgeY8GxezMzKpNESlLMjYxM6IelCTwN5OPWMPZSPM4B6kPG9aYPFFth2JVjneSyG4cbtDwgy2DlO0O5DDc2gUxyFtXeeA2pUXvoC3Jr8zUgL6WzuF6QTOFsx1M9WwNbfbEsxf4+ScO3D5COiybXpNfkkg3ioV0elhwE30SaZiQmz3guqJksuGyDecpCFXTWW3KTn3lWcpaZ92DNa0rzuqgTX8idawAOsHqdSY0wlkHYd0I6VLjOUX/oqPZQlSZ16HPx0lYuycK5KtpYXqG1Mof66QVuJiyqF/wbsiMmoR+9zjLv40XJNI0ONwi5zbNdrFZw/oKn/YYzUEHRjpq//8LXkWyyO5eL2XEjNsn5BfCgN5HtpqeuIodzw5j8rPoMUK0io8Bq21OFxHMBPbiv1vR3hWT50lBsp88X7/jGPmPi2Xz0nt5+LVEdzG52uk5ajKLCYbAyVeF+2HllXMyo94TTSCqTonh5Q8pdUkJKnTI3AdfF4l8e0ODfUMyVmPFPZ2RdM962M9hAss6IShxoQW5JNAKm60fS1iFRFwKhMvO+Pov4TjHR//8Ub+0Eco1rXOMa36n4djDRfyHEWzuBqMiiuNt4wn6wZpoX0q6dVzXjTYMbEtXziD9dpLNi7FjXj2SqwiMpm5JAwla7z7ZSnhu9RVhRvXl+aIB5rxpoHxKhV4adoy/cDFHwveA7R1Wa+FOT31jB0L4a6d5pDJ46lWBGgwlrBbkyiCoYbj+uSskhgDo1fgVWtqlHIJvy7qWnhhvsPW4sYn9pKaFB4Vd0avIafSkd3ZjQX1Ml+r4i9WFh82fLZlINZEdMzprcFIZ1VtzgyJV5ZUARUByZjaPyxR1ancA/w+aDVJR3YfUqlePwdGNY5E9uwZfrVO2taet7Byw+FyjEjVppah9Qr2Z0hcFdU23fS1rpG7Dn6V86z8vnLd06zDInp3ONlgwk7jJtMWtKyTEGy4Di2u6viR8kyUAeyQeGe8e4cfQ3Re22Nrjt5huZ/ff62ZwMlLYaeWd94vObA4/dihetedC2m8hXQuL9hx3btqcOia6Yq8VVZWU0Ec7vleeknu55ywCnjHmGj4f51jexwjGDFlb+xsq7vvKziOIUMkRy7Qknu/6TDa7daxF1zkQQm7BkYzFDzga/DQ51FxylXY1rPGHfo8FRPXWz7wciuMHUs9OmmUvAOQTCYbDtpxG/72agTG7rN7xGPm3kawby9oR6MTQTdtOrF9SZHtbkdw5QvzyRNzV/T/8rGzEJWXR/Zu0ir9YHwaQTrMxUNpZykNXMmY2CwEoB7aMw7GyAX3zKIW6E7t4R1+ZIN9WYXTKsPZhCb/20eJiPW4ycF8GJzIih4XYajBVJ1qeonstpFb2rcQdxl3FnN/uKuwEog/ekETWFZGZ1YT9NCpRS0yCMfTA5jybOCr7pVLgLEc6PLV2V4VD4CAc3b7PSEeXv1t9IxRPdnRdZccmGVguHVOQxZCYJZu9nLSdYymAAxy/UtK8TqbEJ/7hZjt10yAyFRZvIhc+RWjf3SNwguOPCb5lkVkhCTsLh3BDHUt9PgkTzFI+fz+xWJsPRjRWjrvBnmxRTDUPhfbj7QPMUCU+DaVXlhucv2TbT+BJiW0oy5ZZpdz2beiBIpvaJ794+L1pY3YYxeTQ7Xj9t8VViONnFqDqZLQIWHbDlmpFtEp9cM8EQbpJMzdh6Gjqr2ooq1TGSNoHhRUPz/hm/Nynh8fM7cu3MLbCu516GemflrnlBpvMzJjGXUl5GpzLzJL8+JJNEaSr8ydBeE5/L9ePiVBhkJhiqd6RNbT2SNuCPI74vN7xfFpmfNlQx7/lfZPHWTiDXuMY1rvGdCithXSeQtyYkK81LW2m4fUfeNqRdsHLWYVzKLJVxQia2eni01VNuahAxyZPSKJxsa6UuDVcVWyWlhZcwxbSKz63OK7z+3rQeQmer0ClrybWaF0gFWla5ize7FmkS4zWk9s3Vv5Vs1Ni/k/1sXRrkpWTiBrlY7ZXVvlgWUO2Zr4UfDOMvWelvjQcwlbB0Kr1keaOxXT9ZxqNZjBF99gviq3OEg2VMUkTyZgTUtOotmc2UIU1+8NXBVqZ+WDg97euEP0cQIRxHVCpSO5E9AFdsXyezq8lHRM1PJXuhn3xHMFXe1MpyvZyfs7HqALmUI91YhAfLtriyzKB+dIx5xbhOc2nO3MDKMQ1uNhnaNAOHuwH1rQknOqjOOh+fIfRsBe76TD1d96JU3N8XXk9BizmnNCHiRBmSZx1GNlPtqfBwPvjgFk4e7ga0AEDqJ+N1QGmOJ5b61HR/uSWDhlLKChQ0mGXcU8nJjYrTzLgN5CC0Oc/CpVPm4LtoyKdJH6fcC2baBjiZfc+18ohvTEAxOHK7pMFuyMiYZ1SVipiRFJDbinS3wp+j3SMlcmOIRnfska5kJYWTosGZgOpnFFcm+tsUFz2QuK1naQMVOH2hpTraKOyGjIbS7xgSMpnh1IFcm+yJKPT3Fbm4wYnXxWjJm8bRVC5xvcmH5NpcBnNmlgdJKxgLxHQaJMGQThIXaQvCUtKJtdX6fe/oXgjd5zOT8FLeJNxutP9nsScfQ2Wxjejo8CeT/JjIXy6pGe+UHsMkdQ72+3BjUvL9vZJbnQl+bhTqR5kf/hmh05sESr8N5kc+OCvxsfRXfAcMDn8biTf2EO9+qiIcrQQi2eChAM1zptonu35FlykUQ6HUBkRB0dkoa6p120Ao9tmqEGXuS51fOOq9lu/lAp1WyJYSC4R5XHpZcQVkQ62Zo+ObvYHsTfZeizry7DkuRr6U7OYJHQyFpsmQXatXee6x2fcldC9qqsbjz5Fx64llEsg1xNuC/DrLDBffNAN3dYeTjBPlFGueRnMWHLLnqVuBKPW7Z7zPpOdq3t+40zIxlnKoLuelrvSEZOn55Mpk7nMQfK9GPCzHPu4qxm1V0GMQbxrCw0TUTNDbZFN/7WkeuMcXG5MW6THpdWC8KyfshPAc4dzhANeEhfQbi8x7sv6K3xf9OoDK4zsjFko/QumdeAzZpZUnt5VpYZX5XZ3Dv37ks4grjPca17jGNa7xCeNawnrrovtc0WJQk43ItRS/bJk5E5M1p+uzSR3cWX7vD+bHXJ1H8qpiuAlIWeGLKK5SUpJieiMwrdbaDL2z8snUbJ1KKp3MYnqrD5VjtciLWJZzIUQ4N+zL9lRw+mFRylWvhCrhSjM+l6xooEF8xjeJFDzpWM8r64xQPyvj1uQ4LpvNYMc23JqlLXVR1wWyd3TvGQIpHNxcHgpn6O9Aege9EREn0Unfl4Z42X8aPO7k53OuTtlW9bqYF/kuG+ekU+LGk73HDcttKknxpUHqazeXsKYMYuLquGHht5iki8zSKFNzvDra+ff3BXCQlxKROmdEwlaRsYhkTiWx4qVhiC1HvFFyX0hs+0AoHBzpHQ8Pdj9pFtxDZdmnWnlsJrOqXRB1JatyBnIA+y4Q+961UrRkcJN9xiYMvOy2fHDactfaAd7VZ4JPkISqSniXORUTMiuVKlR2rm6UBUDiFFTIzkzPprKcBkWTZcom+BhmQUJcMTlzwrh1uBjwp0Xt2O8HIwTerJDOLrw/jsbV8MW7IzNXCFwf0eDIdzvyuiKt/CyYqM5ZM3wVUNfO2Ysdo5SSWUCLjS3YfmVIb0iqTOfr9wNceAN92visPNF/IcW3fQIREQ/8GPBVVf0NIvL9mEn7C+AvA/+Gqg4i8n3Af4/ZNL4G/nVV/UrZx/cCfwQzjFfg16vqT/58nz2RzHJwhLMSepOr1qiztHR1SAahXDlj607y2+80+D7j60B/39C9U0ZyINSJqkp0UpF6b3lyuqh7t5m8ssGUvKCm3FhkvEctCrnlOG/MvKfaywxDnQZdN1rpxCU17aVawRdU1irS1BHnMt4pp87epBmcV1RBo3vDH9yPyvlFKUVlq4dHq3xYL8UreZ2obwbqOs7w1OFUob1HoqG9us/Ze9QbOz1uhdRmtAJ3WmrdWljjky7T1AOJranqohB6Jfe6vEestu7PmdClZTDoE25MjDcNceuJrZuZ6HFj19FeJ1YimkhiU9mtWwZooAx8y/1iEOyyv7WS1wbd9nFR7532FzrIEfoXijQJvVBqlihl0hdyuX46OJxX+ncENzrG3QKfDmclJ6HJViodbtysQ5UrQ/xplclR5lJZ8Jl16HEotTMU1hTPQ8sQA5qEYQjk5AiPi5y7KEX7S0lh6Y9NfaSFXDc9P7ZoERXC2fSmJsh7f299qFSXvp1cDKIi1tNQhZxJN3ajpTYQTiMaJndDnRdycVsxORtqcFQP3bzP3ATirkZF8DEuZS9MH6s6lsnVLdp0M2kwZ4ME52J8BWjj0elCf8owFNZ3RgtLRN4B/ifgy8BPAr9ZVR9+nvf8ReB3quqPichPAnsgYaPXf6Sqf+aTHMt3Iuf694C/cfH//wz4L1T1lwAPwG8rf/8DwB9X1V8O/CfA7714zx8Hfr+q/lLgVwAffNuP+hrXuMY1vsWYiITfys+3GiLywyLyP3yTTb8b+POq+gPAny///7jxa1X1HwF+E/BffYL3A9/mDEREvgf45zGP3t8hIgL8OuC3lJf8McyD9w8Bvwz4HeXvfwH402UfvwwIqvrnAFT1gtr2s0cOQvNoq4/UunkVm73pC01N6nEdTO32rNSPan7NJaqXB7TyhDaQQ4XubNUVQsKJpfuhnUoKpSTmA5w8MpSl9AXHQcUalaGzFXb9PKGwHBKtgS3ZXjNlBRqU+lFoHu2Ypcq4Yp+62XTcrc9kFWLynMuyS0ppy843GPFvNX8rqMdIjGKkwBkckC0DqnYD790/40R5PE0HAjFkcvBob6q8duyTaq2VPfxp4U9MK/+4grQxpFIeL95X2Yp4XC8qs+HkaB8yqTH73VRXs2ptOJvUhx/UiISVzJIv0/HPS8+8rPCloKhcskb0hEIa7oo/idqxul5mQuN4m9GqeHtHIa4Xwp0bwRUkmj85oqsI3YT8MpSaG6DyQlekYMQr6iyLjOsLNBzGr1AHkgOSoXtHGG/Lynkb8bUhBlIXZvBGTI6fPtzz/bvX3NZnPuw3PHTzl8z+3CCDYzzU4HVyTbZG+SQpo0CWueynXucM0DKzaRlvwIVFG0tmgl/2Jofiohl2SVIrBV9GzpAXNF2uDPXoumTZiSrhWJrpNw0uZobbumQKS31VkpZyr5opXHDz81oVsyiAcGEa5Y49edMYACMrEvXiuFhqgZ9BfAdLWL8R+OHy+x/DfNN/1+ULRGSF+Z7/w8DfBFZ887jBFvKfKL7dJaz/Evj3gVLR5QXwqKoTzu4rwBfL738V+JeBPwj8S8BORF4Afz/wKCL/C/D9wP8G/G5VvZClsxCR3w78doCmvWPclPLBfJaOcEqsXidiMz00MkuWx62fobUqoO/tCM+diS+WQQYgZ0cs7wkh2wDeT08X0GSrgUd7GqfBVrT0OMQeoomJPr6IMDgTHTzbABM3ZVAvSKPUlDp/lWZP8iZEbmsjqh3GmlMwRMq5TFzeZaRKqK9mBFFcTwx0Ja0zWiuum2CXhsBZrwZWYSRmR1sVxnFypOjLLLj0ClJb4K2VkptMUlApBLlCSgxHkFGQVURL2a6PVrNuHm1Sn8b91ML53SIkeGMD0+5nFrSS720AUQFUZ/SWJJsoXLRrGE7LAO0HK935Xrn72zrrew03Qn9vKDcpfYsJjp09S/mx9KAm5JkbDA6bVsVTPLo3SIb1cyFbtktJTJqIlj7ZJLO/IPeYz8+0zZhNmepVnHtbvknzvdrHQHCZY6x53a8Jkql8GUBdpq4iXRKyWs9ulqIfgYIclN7ImPM8UXzcxRfxyDRBa21iSRWkxrH5maN5kwPDThg3QjgbY77aLzBa9cLwjpWIfJdmQyk3mj95ajwuZkNClmerfujsfq+bQjDUWTRRxoTrhLQuWlt+gf/iHWntyJWjeupxFyKJ6g32jaqV1IYLmO92KYN9mvgOo7DeU9Wvl9+/Abz3TV7zbwMnVf2lIvLLgf/nI9v/QlnQ/33Ab/6kB/JtK2GJyG8APlDVv/wtvuV3Ar9GRP4K8GuAr2I1ugD8qrL9H8dO+Ld+sx2o6h9W1R9S1R+q6s2nPINrXOMa1/jWI6v7ln6Ad0Xkxy5+fvvlfkTk/xKRH8f6vv+CiPx4+flnPvqZqqosXazL+NXAnyiv+WvAX/vI9l+rqj8I/EPAfy0i209yzt/ODOSfxE7+12PUphssu7gTkVCykO/BJgpU9WtYBkI5mX9FVR9F5CvAj6vq3y3b/jTwTwD/3c/14RKV9sFWIdkLce3NcEkhHGNZYrJg4IsSbtjbe9yYrPFWvJeb54x/NekJjTRNJI2elBw5OdK5NCkHZ4SwBL5zCxILZk/vcDJLUIkXqX4ofuEO0jrDuiRYR2/HqLZ6HPvAUBr2fT2yH5p55TlHFOLgSc6hp2Cr9slzfG9JxPH7FDyLrhN2vKlRur5iX7dkFfZnW0GOo0czJtXhmFFnMxFtcIhTwrObSYK+N692yUrzyhPPbs7G6qdCJiyZ3SynUYiFtnq3183fqVoZiqz4sZADyyp+IkdeNsUnno2L0Dxme/+QcROaLjvIMsvNjJuiUouRBOPamrF+Ulzulv2FXsEJ1d4ykelzU2sIqvprakZQJbtL3uM6a453L0r2Ue49X/q402e4kVlxeZDa7imAdkHFpa3j6883vO923LQdqzAyJrufzsWvXosdsTxWhMOCTvN7P3N0JMqiDcaUgQk56KwllrKb7z+A4Z12UdYt358fleYhIimTiyVCbnyRhFHiehlq6qfBSlTRfMrHm3q+Fton/NOZ9lJmvWQZ8aaYmA3me+7GbERfrLzlBntmESGvC8/rPOJOAyRl+K4dbkyEQuCMt59N9gFWwo7fOoz3lar+0M++L/2VYD0Q4Leq6m/9yEveF5EvqOrXReQLfIqesKr+HRF5H2sh/N8f9/3ftgxEVX+Pqn6Pqn4Z+FeB/11V/zWsv/Gbysv+TeDPAIjIuyIyHc/vwRBZAH8Jm3QK7odfB/z1b9dxX+Ma17jGJ4nPuon+c8SfxcZOuBhDPxI/Suk1i8gPAr/8m+1IRD6PtQZ+6pMcyP8XPJDfBfxJEflPgb/Ckkn8MPB7xUwNfhT4EQBVTSLyO4E/X2p2fxn4b3++DzE/kOLF0AbqfSR7ITeOlB3Nh7acTOuK/r7CnzPVfpyF4KSP5Nv1skNdasLjc8MoNTI6Yv2m0KIkwZ0LjDMaxNXPxka2erVmbqJ5LL4ZxWjHzJ5K/2VCtarV8yfDJVWsgY+tDKM6YnQc+obDoayokpDHAjserT4/ZSAuKi6JmVFNPedLnspJiPeeLob5cwDS6NHRZCyIS7N6Uh92yT63OljWAZZt1c+ZceMIR6uxT9yM7l1TuNVKIQnNa1s7NA9Lw3/1oVIddBaW9IPiO/OYePyehtQscOfxxnowrndEFcsCp9r+0c4bgbhyjNsiVNjInLWYIrL1NKA0uvOSZc2yHywrcd+ZyVeOC3o11aXHUeDN4bmskKNd2ynLGG4grRf+ziRumIu4Yf1YMpfO+mgaFDm4WTXgGFZUmxERyxjbZpy/r2NX0z83uLMnrxOShVCUCMKZAp19s69jXyazgjMsmUlq7fXrV2qN8qhUk5VsLfjBsflajz+N1kSfTNlUWX3tDA7irp6h87nxrL5m6eGk2DtDtc8jWvnZCEqDm9Vz/Wmc7XLVWb9jaopPzXj38gm9XcrXaVNbD+Spo3o8v2lOdejnfX/a+A73QH4f8D+LyG/DBv5v1sP4Q8AfFZG/gaFgP9pK+AsikoAK6ym//0kO5DsygajqX8SQApRS1K/4Jq/5U8Cf+lne/+f4WWbQn/UzncymNy5m4soX90FDPfUvbLD1Xab50LzIXTeaExrWXLN92HtSI1ZawpBQNuLorPFEIZLJaA+boWqwHO/ivgpdIaw1izudOkirDNkb5yMKPNtx1A9CvYfmMSEpIElmJE7Owmmo6cdATG4ms7nekdcJjY7Q2eARCpLJ9yZl0r4yFJPpRJXjmOgTx4pzazpLs7tgyKRjwB8MgTWV5apnO8/2A2te1wsdAdTAAt07wrizxnuc0EXZZDlkFNwgDHe2w7gWVt+wZnlcCcN2kSRZf2ATyLjxjLviNz81vZtM9aIjJ0d8qtG9mxFaJvvuaB5HXHAMRSp93BUSZJEsietF1gUxIINWioxCXC+luXAyk6eZ3FkvA/FkIuaS8XAmpF3v7TxyKWm6EdxTubblflGBMJYFxAVyzw/AIMQiQVJ2iGyH+d5ShWNfT4dOtRlJDxX1B4si8nSv2bmVCVGW+9Ma59OiYpkww8l+r44ZN5oS7zTgNw+lYS7mA+8641XZgQhae1LjDewwlam8kOuAP3SomKPhBIZwY0OuSzP8ecAd+3nSyG1VSm8ZrR2pXWROqsOIOCF/6V1kzLhjX66tzm6HaduQWj8vLP0pzppen0V81hPI5bj5kb9/CPxTP897z1jl55tt+/KnPzqLt5qJfo1rXOMa34m4Gkq9ZaFBiNuiuukgNo7qmAw7XvDkQMG4O7IT0jrM/gL+0JM3Nf40mgjbxXtcnZAilDdnA0WBVSslrhVE0aN1dqdVrRvAb4XqaEqsUx/f1E3FyjmDmN1sifbDJWuYy0dDgeueAt12pGojcfRaC2wkAAAgAElEQVRoYUy7Tsgnb8TiYSrDTMs/W91qsOYveVlpzp8ahX7fGN9kgi5HN//u4sUKuQJ3Nma5Otv/1IgWlXkFPt7Yat7fWP3HV4lhX0PvSWER7vNng5LGja3kJRtvBiw7iGs3S4lkD/G+nFebWLUDVUg8ucwYavy+rL6TeYpLCvR3jmG7ZCahsyxiuC2ZwVS2qY0voXUGV6DeE9ensczHjcvv071RHe1lsZV5vwBpk2e4cPPaeD8TX8YPVrbLlX21UwYLBufNWvgbXhfv9lXEOaUtnuhNSPTlvpisbSUZo14y5MJv0QaGG7XMOFumftlEl2j3hsqiPpwry0qyt6xVnVvKg2Mmtp5cm0QOPs9lJXXKuLOsoX4YCN8w4cL07o15cawqtPJUz8NcStLKE9vKSq2ngbxZPNHdeSBtG7OYTkr13M/bcmsM9ritzEa3KALjhFw7NLTmma4sEjK1p7/7bJjocJUyeevC9eXGi5nqGcabYASjPs919XHjyZUjruzLv/nb9tTkpkK9M9/lyry3JxOdqoncrDqSmsueqnCceAwuIHVGnJKCklu3TDzRs/26ocP62zAPtFAmEG8OefWDzCURdVbKCb3MWPn56RXQ0TNkq0NMyJ1cW9klHBzVwZz8qtM0gWhxPzQCGLKgiyQaR8R1jlQp6jNaTHJ0cIS98WRygLid1I1tMMw15MZ6AtPAk1roBeo9VE+O3CjRlXJCqk1vKYqZZE3lvDK5+bO9vzpBNTn3Zau514dsE5hj6d+0iZtVR+VsR8eQ6Uptbtx5xoPM/JS57FXbRGVlnSIVUzSj3GD9EXFqA6pX8qr0LFpBJpCQM7mRad8aSjlqmmDLv5OirT/Z9boca9wI3i2lrDjpVVHAgrV9vgqzsnPVRpp6xLs8n/O6XbShnvoKSUJaGfps3C1kwXwX0TwhBh15WkCMghP7Ho0TM/GXbDI6fpdj+3VoX/YzWTAHR/PQkyuHBuN2hMNQrkU1u2QO9zWit+UYnJWeCrkPQGYvekNpoTC+WJMrtyAjByU8no3E6EC9nyeKuA4zb8T1aeaBxLuWuAn4LjFuPdUhEZ7LwyVC3V/Mnp8iVCFeDaWucY1rXOManySuJay3KCQvQmrhOBp7VU1uYWoEAlT7hAbznlW/GEv5Ppl6Z23puoqQ72xlJVjDsq4Szik5Q10kTXKTjINR7FwpjF+wleawdWRfLwZNlNX8NoIK8hzmlR9YSUV6K2O5WHgbU4/yrqduI0MXSF2Aelk9q1jZxA8OFehv7RjqfSauLIuon+xkZg24iRuQQUIuDfQpfSqGWtma/BMiDYrybDbUkigzOLx6hvZBGdfFV7zWeYWPg/DsZ3vcqYzSvDb0VX8j+HIsU3bYPGeqY4akBcsvcxno+Z2KD6od3tlxp+RMTqZc91npluWzpkzE90Wlts3QlszqKTD7fGSHNhmGCVFVEHkCMlrZbYrUmr/76pVy+q7l72Hv56a170qzfQLwTeZmrvBDHDNwQFeJlMXuoXVC/IIiWlWR4BObaqB2ia/ubYX/9Lw2XtJ9xO1G0img5RhTqxAsKyFJ8Vgv2UnI5HZiy+sMLcteEWffR7WPBRlYUFgrz+FLdiPXz7Hcs4u7WvMwloZ8XixtnYBzuC5ZI70OpM0iWaIihMMwI7LcsDDbc1Ohtcc/n0mb+g1+iQlwFj+f8p64DXR3nnoP/Z0h8KriL+NOw9xg/7Rx7YG8bZF1lk5I6wp/6Km8kIOjeu7RsEhOE6EtktHDbSELJk/1PFI9D8RthQZotnbjvXtzMCe4GKhD5DxUdKX+nJOwWg/4bccwBmJ0xFdWq5rVX8XKFXFXBvzbgZwcdM48sSd0DDa4TVLn02CpU//lqaZXoV6NNhGUB9cNhhhTMZmOHOzhAoOxhpPJeI+bCa5q+w0n+4zUCml0cEFQlCqjjaCpEArLRJAroMCWVazkND1H5q1tvYDUKtom3HFCigk4RUVYvVzOLVcmj9E8W8nGJWhel4EpmRZWd1+ZHpNfrhOibFc9wWUOXc04BPLGjn+4cbh+0iBbej6+WwZqfzbo0+SJbhpmE6YaLlWVJdokNN5km0TSAmvOQXGjJ9V2fce7CXUGzStP82A9j1wxQ7Wrg2l7xRUzrDhXF4i/XGRgkkBZmEQVuIX31ge2oed5bNk2Vpo51jXpwch5zme0ScTdIrUjThFR8qosD/rlnClmXdM1nf5xg2mR+SHjhmSquVBcI7OZYK09qw96g5oBgpDKM9h85UDeWb8hbip8F/Gngbyu0bDAeNUJYV96Ijkj0XzOp2OPtzVx5alqZ6+7gPH610fytrFzHEqvrUv4weG7zM1PRDvHcuG1Dp8pCkuvE8g1rnGNa1zjk8S1if42RUGNAOSVB61xfZqlDyYv5NxUxYd6LP7oF9II0fDuMprJUS4SGKrCqhq4rTu6FEjB8c7WOsenoSJlxxg9/bkytNZm6RDvvhoZtta0D/vCEdhURjp88vjOJDimJrpEywh4xla7pfQAoNuEZmHsA85nUskKtEiU+M6kNny/NEQn86pxY6vg+sm4KWDXS2pbbUrnzEd7XuGXJuto2YcropPVUWZrXHW8YdjkR2ieMpIc4STkGJZtnRAOthpXb8dj+4PVSyuzuWhlu+HWspbmMRH2I1XriZ0U0T17nzt5DqcG55ShC+TBz9nOVDJSsXLYpaouasAF31k5Z8ruFrtXmbkSuVxfcbYdAW2yAQwO5b6pFNfbOeVaoS3f/fhmA1/ShYWx2HdQnYq97T3LdU8CnUfFW8ZWMpN21+NdpvUj3zjveH1a0xThy007MN4G9MMGzY7QJIauSO0o1KtxvpdzayUqYC61LgCAcp+VzCQ2QlzZMxKLUKlk4+bkIKVZX82ret9F4soa5vJdO3zxJK8eezONqgMaDMQylZvnZny9IExyISD6w4iMmWrM+N4Ud9OmnFdUXFuR2wpJGR0mpISVrX2fybUzDombmt2Xv3+6UL32QN6uEEtfAeImMNzXpGqqiVfEtpSVKqF6GkmbCg3GVIcFRumiaeuMaxjPJW2/V7bVQJBM7RM3dc/Ls42AwSdWYaT1kVfnDS8ft+SC4x138PADgUkfa1YJdgrrRHSK78MbA2q9L7BOKXX6Wpm9tkPG17ZRpno9VsufJLrjtrCrJ6bvoITCuB5lQdjY/ooS7NQvKGZGAMxOggKqpJuJlu2pMKdFN9pkNTu+dTBsnE1QKiAZicsDGzf2PTVPplUF0N07Dl90hLNNLsNWaPblvCpBC/t43AixudCnGoXhVDSgojOE1+RbX/pN6pcy1HybZBYosyyluUXl2xjsrNKipquQolhfpE0FGl3QYN3yGatvCP1os5W5/0HzaLtMDbMqsO/KZwuMq2UAn4+gzriTR6tS0sIWM20YGVLgONb0MdDHcp9Fj2bBnx3xHMj1xA4EKWg1gP25LYucQqzbDdY/6gN0bkaCSRLIYtDz2hji668Ytf30xTXDjd2zLmaqp2HpdVQOl+x76+8DVdHjqp8Gwtdfo7db+vvGepPHYpXQR+K2tvsyZvxxgEnXqh/xr57neznfb/HFRCrXjni3wvURGRPaTth5O/XUOMatJ5yEpqgFj7efHYQXxDTDfpHF2zuBXOMa17jGdzCuPZC3KKYVIUD9WNQ/nZVFxm2Ym8oyWLPd9Qk36EwkTK3HnyNuTBy+vGXcgW9s5TLEwMvzhi9tH6mJPI8tq1BWUJKJ6tgPDXftmfXnBn4yv2v7XHtO75kkhpHQSrmkLqv5wc0r+ElJtjpp0RuaPDCYu9TiFO+zob7UzUTCHBTdJtzJGxeg4UI2U0jZVtXVyfaXZ+mJRR4k75KhdaaV630k94HYZKR31mDGlIPTrvhHRKF+7an2trvTbfHGeGnnk3s3c0QkQn2wz48riN9VyhQ9tK+tfJgryz6mDGncOBDTLfP9m37e4ShoqCAv6KjJHKp9vTT23Wg8C7DszI0gjRBXSrUXQsm0hvuMrCPVylSX42FB65h3SDYFZdFCuisZXrRzmMiWqV0InJJg2Nk1qY46o8HETDsYVzJrcvnTpOKr+M5Z+SwukLnRKV97vOW0qVEVxujnEkp/rOFg5UL3FMitQzYFiFBlkjq8ZLzPtOuBoXjOa7bluviMrnRW881ZyKNj/72e9pWnOjniqmTc50wOSnVWSEpaBaony3DGbcP5HW9SN0UNGaD7XEvj3iG83FM9mNq1Fl6J9DpnH5IyZCsvA5ZZbJpZbki94I9TrbchbswLvTovmlkSF+mguHLF7rao+sZM9erMZxHKtYR1jWtc4xrX+CShl2XPXzzx9k4gwsyWrR47pDT3XIEcTk3lap/mxnnYD3OTHUw1NNeuNOEct7dW9/2B+5fcVrZy8SinVNNSspPs6WPgsVtZYzNEfCgyDVHIq2ymha8cvnhjDIMnrCNxlUiNscenRu+wM7jquHVFfkJm74yqiXzu9oCI0o8Bube/v/xwx27XsapHHvZrDvctvjR5q4NQ7Y0HMklUpI+UgtM6I3WiXQ9zXdeJMnolR0f97simsJ6PXU3/aoXrnAEBjouibWl74BLWWHZLEzltoX9hGUA4mgovWMaVg8E53WgcklnUrzdQg60m7bpMKrOSio+KU/zBE05u3tY8Km5UgxTXizjjuDU1YBXroUwwWrBeyCyUCfj1SCiZ4tgH9KmCzqEnTzi6ue8x2fRe+sBM+0urYndblIEnAEDoDW5tNr5zu8Le57UIc5oi76Q2kGqHc8rzuWXTDKyakWM3maNYNphWStom3Nkhr2xbuh9JG+NhNFVkjJ6xfGDsAzoKrjGpnolzkkfTYEmNJzXG05ky/NQaT8qfEm5MRUzRzd+/Foa9PyWqwgDPlUdUGb77Fgpsl0mu5NST1hWpDSZV8nxEVpYy5k0DybhIeIEMaWfbhtuKuPZU+0gli+WuGzMyZpqnARkbtJK5yW/ZyUeaYp8iriistyymhvjwYo1Wjup5NJkFXeGLIqc7R3LrUe+Iu3qeTPw5Eo4j6oXDl9o3cPsxe/Zjy67q2ISe99pnnkbTIH/VbdjVPbu65+Vpy/O5IQ6T6NUiM6JygbQaHKzL9mrRTwIbWHOA/qZIea8T0z0vTmnDyPfvXhMk8TcfzdmyaiJ1FRmSJ2dBvc6llFwr2bvZG1uSLHas5Rh1F7m7O3HTdmyqMlGMNQ/HNUP0bNqBVWVvSlkY1hX0NW4Us7gtE0hVylX9ranxwiKF3jwwmxqFbtHP0iDFeMvAC/VeqZ+WRqmUkluq7bpcKhq7s7PBNkpBQdm2YSs0T1A/Z1IjjOupXCbQFVXdlZU60mbqgCeqNlIF0wPLyciJAKFODI3H7wP104IEAyNCWonSCIXTZJ9bZdyZv31cCVUxFQM7n/7WPOKrozX8p+9LKkXWvWmtncIyuagwDIH73YnKJz63PvA6GKHva48tOKgfpSg4X5TSxJrsgwrdsSYPHpmAEplZhidHP5tXuTaWUmdF86isv3pmuLOTjmsHIoTTaPIhY5r5Hi4p9cGW5i4uRlNpFfB9onrsGO9ahvvWLGfBSJROjHg4JvL9DfFu4lEJ4Tig3iHZymXTRBZOiXBOxR5XcOfycHWC3xvwg3dbZFTq13aDauU/UyLhtYl+jWtc4xrX+ERxLWG9RXGpaJorMWFFJ6RNbTIls4qnn1PqVLu5uY4TiBn/1LH9SsX+Sy1PJ8sy3q+3bKqBqI5jbFj5gVVxfNpWA89Dw+vzmpQdm2agrmyZvHfA4NBjKHyKcrBe8VWCjTLeeFNrnUoiRTU3FekLvWA9C9D6yH5sGbLnVCCjKZnIowg0zUiOjuxKFtQ7kxVpdPYuibvCei6mRzcvjvyD736DL7TPPJbM6qcO92xb4x7cN2e+vDHXqOfY8n/2X2Y4VuiouIPMJbFwLA3lZKvxtIK4tWMfXlg5pt5bxjU1lFcfQH3MnD5vX97qpXL+fIHnOlvZmy+FXYD+zt43QV/NDtcyjWrv5uMI54wflFwL7sJiONeWfag3OG0u8OdqPXK3sZXqPjekGNhtrTlc+8RrhXwIxLVxSKZsp78vMiUls5ugqzhHOJgSczir8VGKwOFkZOX2Ws5JFktjUfN5UcHdDqR1aQ7vA2MXePZmPXxo6lkNQaqM21sT3Up7ZrY17c87xbnEWRvk7BdY+CbhfLbsY1hW0zNzvVbGrfD0A2ua5wI2KRmdyprVBz3V69P8PrLJm+TaMW6W7MkNZkWb71oQKymlArt1nVUJhvuW8a4lHIZZnkSdMyHGyrIe16VZeihXDvX2N7ygrvBDxkTatebr4wCRC2vcjN93fFZxRWG9RaHFkA+Y+xjDTaC79/gRtj9jN47EjI+RuK0I52ViCQ8nq7G+s2G4DfgBjk/FH/zGsw4jMXuCZN7vbvjpZxvJqjI6Hc4NqmL9iaONLv79ms3LBWlzfq8cbDAZjpgcz76x2vykCtvL3CtxoynlTuiY73vxms+v9nSp4sNuN/uXT7yQ+9WJrqrou3rmcbhOqI7CMEl4dMW7HRvchxeJz686bqszKzfQ1PbwflhtaH1kyJ6buuOu1KcOqfhZt4k8FLnvC8STKLgTs9d5OJba+aSlpTZpTBPIsIPuHZtY3FCQVyVcNMmP87vlXAaopsmgEC7NrMkUkCck2/YbmXDOpqvVLmrBbrQBPzUy1+sn07DbTcfn1gf2Y8PzqeWdmyOb2sp5UR1VlTi3GRlNXXfaJ5erUGckRSgyNgHGrX0/blQzisIInJOC77idJFrsffVqJA6eHD2r9UB3LosE53EhM46ePDqGU0VV9Nh0dNSPMisFywiurKYygYNvcSEbSdEtUvryYYVWASqdbQCAWUG5Hk3WxQiehSzYg+RMdUymSyUbQ09hRML+3YZUCe3rOKvganDkpsiIaJ5fDwVp5e29iEDSGQloqLZgREFXiJwT2lKYexu5NekioJCEI7ny+LP5qNdfeyrfj0B/Wb/95GGGiNcJ5BrXuMY1rvEJ4grjfZtCoTpc2G0W1JUvlqH9O7aSa1/2uH5EkvmNzv4C92v8aSStKsI5Ux0gbAoeXZRDrNmGgS5V/PTzHWMsDULnzMo0JGJyxOgX3oaWslW+QOsA/iFw2DXFe8J+Jia57w25IwmqPQw3Qi6rya8/39D6SOsjY/L2WUA8BXRrpZakjjR4QlFjlVRWu85QRupkRkBRrtN76wNfal/zjj/yKlr3+3vXrzmmhlAO+lDqVN8439jKq/NILj4mU+Z3ofjrIox+KTW5wbb5wVj3M/M/FQ/4Tolra6hX52m1q+XYZUZ3hWfb1t+Zt8iUuU3yJfb9WxbqonFq9KLXOTXycyhN98JvqX2iDZHgMvnGGqTTSjhQlIqLmkDcLMgp9RAOJk0y3MhSWivcH1dMsuJKZgmZ0FlpaNjIbDo1Hcd6NeA3mWEMOJeRqf62TmbyBay2PapCnFj+WWZzLy37m3gq0Qk5OhPLPAbLNC6uh0xZxrgMhlqY6G60/bmRmS8VcKRckGVqnJZJGDE3nti6eVtuSrmp9kiyMlY4mHDizNs4D0jwaOVJ24p00+AKc1xSJjWOcMo0P/EK3a0YbhcEQ3WwRr42flb3lVVV7hct8iue1BhcsdqPhA8uPZg/XXw7eiAi8g8AfxT4R4H/UFX/wMW2fxb4g4AH/oiq/r6fZ19fBv5XVf1BEflh4M8AP4HdAR8Av0VVP/g4x/f2TiAYLBfKjes8Q+2QpNSnTDjYQJia4pUexFR7T5NERxnAzyO5bogrqEovo3KJIXlexTVtiHx+c5jNZPZ9y7GvGaJn7EN5yAtM8i4Rbw111X7gZl0oF4ThwxUasulN9UJuLkof3uCx65cGn9z/Ent417VJpkR1bOueBz+Zm0POjm/sdxwOKzj5GYXjzzYou15mU6apfj9NaF0MfDju+FvH97grcOXKZXbScYwNT+OK9wuh7f3DjvHD1mC804RYADAugh91huOG0yJhP+6UcQfhLLi+SHwANz8VOb/wjNsyGQl0d0UCY2//jytDLCHQ35TBKtjn5XK5JS0y9cPOMa5tkPO9viEhUj9B965BaKfvAwxd9uF5PUMzG78YDz33Ld2hNiLhkZkMCTYhphbGtUmtTDFN3P2tHdvm64lcFxj31hFbSBWkdTnuMhhNZlFZBcdyD477GqlMIiYlRwiJXKRMZDBkmBts4ric1MedXTcGkxlhuT2LbUFBsTmTZQHQg7dtvuin7RPdO2G+Z1Yf9PP73ZDQIgMfa0/zGPFdQpLOyK1cO+qHgerDIzhnI2+BFsb3bnEXJk/+OJALcTA33rzmvSO/2JGbMJfSchAQMfn3Y4+GSftLGV6sybUjVUK9T2ZYhS0s+ay0sBDytweF9Rr4d4F/8fKPIuKB/wb4p4GvAH9JRP6sqv71j7Hv/0NVf0PZ3+8FfgT4jz/Owf3iw51d4xrXuMa3IfRb/PlY+1T9QFX/EvDRZs2vAP62qv5dVR2APwn8xo++X0T+MRH5qyLyV7EJ4u8JERFgBzx8s+0/V7y1GYhk6F9MJKNAdco0T5HUujn7AFvdS69IVLRhVgwNr6wDq6uaEDzVseZUSgRdrFgXfoRD30BAZRW8z9QUwtnoJl8eGIVwdLjBygETqS5uM6wj3meSVqTbNHeHdbDuqvpC/rvwwPAuM2RP7RKnsV5qsCocjw2r9cBm0/E8Otz7JaVPtpLUChAlrhZC20xszJ6X/Zaojr4IQb6ojhxSQ58DXQo89LbkfnxaI9HQXP5sZLzLhvKwFapTkSvZLlnO7ieFuLZsZf2Bzj7lj7/EeAvNk5Wrxu1iGjWVr9zIXOqZMho/QP1ojfRxayvtxdfCkF3hZCTSNO2v2M+Gw+ITEgug4Om0IqljXQ+swsiYPA9n+7Bh9OjgqV8FcqW4tJxXtTcpFnXQvbuUsFBFkxRlZNh/yS/OxKWsNSsTv6P4xnb4dFwx7BsYBdnEmZshSXDrTLsyKZLjh2vjE5VtfrCMraveLJdKFHKU4sUCgi4lPSnXOtv2yX9di4yKimVJ/b2fgRKSYLyd5GUSMsTFACoI47bCAxITuInoqOTao02Fez6Ttw2xcEfUFy5PLk1xEcJDYYSOEd20jPcrchOsLFlUfCWVTMYLGgLulaW0+bvesQqDTOU8xT8W2+p1TXx3C3+LTx8fr4n+roj82MX//7Cq/uGP+YlfBH7m4v9fAX7lN3ndHwX+HVX9URH5/R/Z9qtE5MeBF8AR+A8+5jG8vROIeuZabLUvqrwrR7U3tjcTeiMZssef3/RGjp/bgSrh4USuV+QKYlHjjTtH78Kse9VelDcO2lADx+jNzKdO6HEyenL4TmhfWn1+Kh2lxjHcCuIwRV2nkC6MjYLpQnV3YoNw6cV87+6BXeh52W/Z1j3PlU2YvVPa1cB33z7xeF7hXtc0jwXJNZkZ+QVFMznqhSPk4DgMDae6pvUj52TH/pPjCwC6VJF1cV/zIZMHq5v7AhudyILG8C51/zJYDnfFuOse/NEROujvF8JdvbfJY1zb4Ns86AwZ7e7c36NUuyCZjNlOQbghF9DeckyplDDbR132V9jy7Yc2yVVPdt37u4qDQnCZlB3nsWIYbYd9XxkEOlsJrn5aUGQA42ZBBk3XOd9F0skTDp7VSyXVdt5gk/mEGsyVlY7GD+y7jJuEjA7XCyl4pMjC05qU//nQmHT9yePP0wRSrn8xLzNyJeX7F7JgE0hQVMEVFBZ5IWHqN6lNiNpPqgXf23lV54xEJZwi4eXeBvmVTQZS0Foq4B9OTEjiXKC35Dwbu01Ewrir8aeR3Fald+WhtQdFdyszmiq9OtelWeo9V0JqK5qXHXlVoV98Ua6F4rtIiEpatcSVI77Y2r1z6PGPn40Wlh3gt/zKV6r6Q5/dB3/zEJE74E5Vf7T86X8E/rmLl1yWsH4X8J8D/9bH+YxrCesa17jGNT6DUJVv6efnChH5ERH58fLz3T/HS78KfOni/99T/vZJ488Cv/rjvumtzUAkKc1D6eYmJW0r5JAZ7syPfFpBpUbI0eOimvbOWJqU9ysQSNuW4SZYmad8900Vua07huxpfeSpb3l9svLGGD1DX6EZ3OQrPvXlx6IGu7ZVdlwvK1UOnrQSpDLpDCnmQHn0hFeB6mir7LjS+SZ8HFacYs2H3ZqvfuMe3Rci2Sbx7u5IzI79uTUS2dRRLtpXrpOieiqLPEZZTjwc1vy/7L1prGXZdd/328MZ7vyGmqt65CRSoyNZimzJcuwEiIUgQYDEcCQYtiFltJMICGD5U4IgXxQbCDIpAQxHhhEEMALHCBxDjiwIYiQ5MkFKiqRwJtXd7K6uevXqDXc69wx7yIe1z7mvGYrNFqtpqvkWUKiqO5x7zrn77r3XWv/hoNzhokanJ8empfI5q7bgrJoMiKRuZ8l3aiiT9EqzII1klQq/PdpJpzKZnwbczAOGbCvv689vezd5tq9g9ZLCF2mXWu0zGhKvpM92QpZ4HKNAtt7rYPXP+UKQOMrD9k6vJ7XfaffSKH05L7YGZwPLqqTMO5w3NI3cX9+YYWdvaslcesQXUnURYmC7z2haY0BLaW35skq+4um2e5F3ivYqyqnPGC3ZWozBfKnFQwXJpkIRiTMnDfqpxyUE2vihwezkWnyerHz7DKlvoDdXkFr9MEy8EZET2X9XGhkndiNgh/LCD2ZtrlBQakzt8UeTIeuXAyoxflIpow89MESRXezAe/xCfmc9oc8ohd42qKZDJ8vZvomOUUMnIOSaaBV2k5CRISatOyeqwokTEkuLG1vxcI+I4vZu30TX1TNU4w1fP4w3xvizSHP87eLjwAeUUi8hC8efA37sy451qZS6VEr9UIzx14Af/yrH+yHgi+/0fN+zC8h1XMd1XMc3LCL7lfgZhlLqDvAJYA4EpdRPAR+JMa6UUn8F+AUExvtzMcZPfoVD/CXg56Qd6PoAACAASURBVJTs+P7xlz3X90AUsAR+8p2e33t6Aekx4tEoirMa5SM2M/hSdi+QmnVRdiWhyFBpZ5WlJjpKEfVYoJcL2a0UxiUnwhqrApsuH1zenDd0ZcuuyaiWI3TmUceSCbksRzmLtlAfqUFAMFhQQVEsaubjGqPDkGWcrSb4MsOV0jzOV4oml53w+H0d3zZ9zNloQtXmXCjZnkavGNmOadZyno+pvaI93MN4TSP3xE0jsQyoZa+4K0zskfXUTno8lZPPOg0TFnmNVpFRJk1lAKXjIIXiG409iXuHQ4X8sNKOPGpQqeltV4byVHbGbgLbu+k9qbmbbRS7WwIwGPoIuUi8mNR3CNkeMtxnH9GKmm834y1ZiFCFpVbuBuFGMKkX1c5lLPSZkLsVsYVnOmoorcMHjUkcjErluMrix8LXMe0eEKGS+Z9pxV+knafHncJUmvxSMgI3ZnhOd8lt0kq/yzRKmOSIjI2IS8prhmwhKMLIMz+qyKxnuR4RNqlvMpaehy9SAzxe4aMEgfmSJHGUU0NmDYjEjZeeVij7jCGiTOoz5AKZ7QEKEVG8DZkm6gxTO3SdsoLW4WcjwsgSCAPXQzcetarwN+b4kUXFCCrhoBMXK6Q+ip/aPcM812ijMbsO5cWvRyUmeTgcE63AeP04G6DAITdErXBji6mDwH4TdFfVLVxhwX+98W7wQGKMj5Hy1Fd67ueBn3+b9/8G8N1XHvqr6fGPAouv9J53Eu/ZBSRqhe4HnhKOh3Jh4HyEKyqewSjqe6mx1vNAZrnUFTSYOtAuDItSZqvezrZvKN8oK24V4qL0pJnhoqb1hjeLOWenM7iU22y3ItVudjLxNUfyUSGThma9yfFeUxbdQExsVzk2lWtCLpNDbzX6cL1gbFpmWc37Ds74fJpdVqsRj9czql1Bt8kToqUHFMhE5MYxIaf0MAn7Ukonm3VJmXX4qLk/WQ739NF2TuMtl9vR/j4HTbbR+FwUf12pMKks1I2RsoGTCb49APWi1G0m44a2M9StRZtI6BWLn5RMX1VUd8AdOVStKc5S8/qGJ2YR3Vi6eWp6p3XeVnJ/QxZFAt0KlwPkdeV5uocWbLrekIhxvhReimmukAzTorXajFgrKRv63rCrNehGykBuHEVBuBeTbVJjP3FD+nuL0oRRoHouoaQqRZ64L91CzMX8zMsC8ijbS9hvZQx242TL259fFPXhHm1XFB3NzbTodCWTNwSNFjI1LJIgasyxCMQC8GpA0EEaI0ruESYKGou08HsGG+Z2prGV3J/i0olMfyHe577QFH2pyhhCYaSJ/WQFmfwO/LTE315AjOSnG5FkT5OvfbKEzKJbh5sXtIuMfJnM2laNlKPnxbBA7Bclh64dxIi2eihFK2tQIaJ9xBvR3Rq83icF8WD0VizT1xPvwgLyzR7v2QXkOq7jOq7jGxdv3yB/L8Z7dwGJ0E2SvEih0Z14COg2pt1hXwuQ1wSjsE2gm6XSTIRs7VCNwBTL84xtkzwQRpoQFcu2pO4y7k73qrWzrOaiHfNwLdnhZFGzRZ5zCqLWZJsElezH25VSz2TcMMlbHp/J+80msXBt4ioEKJ7KOW7v52gV2boCrSK5ScZVQdG0Ge0qJz/NZEfeX26UclIbJZMx9X7XHbXsUPNRR249k6zlvJGa085laCKZ8YzLlqo3LyKKYGAEuxazpq63WLgKI01ciW4n19NmjjJ3xKjYrUvUUh43Law+4Il5RNcajlrMc7KNN02GPy+kIRxTA72HB89TuSuXkpeuzCDcqJ2IKIJAbE3qm2oj9rYhkxJTtk5ihyDmX16RZZ7M+iEj7McWyqI7ha3UW0tpRhrXKqbS2GGvgivlJNUpoo5084hLn6WcIhzLxaitlXuZRGLdaC/7gtrzXlCgoqbLc7atwY66oYQSMxlMfePcTYXrAlL+i1a/ZeztodExsc/jW/hGmEhQEV8a4lZgvP19z5PXhqk8RoPqwmDkJqUjg7EKfTBBb1Kj/HxNLHLCvCRmwnHqyVLtg0NUiNizCt16so0bSljCMNeYrRL4/SQfsgnlwtBsj0aje7Vtq6RknRQR+scBzHpHPD3jmcV1BvIeCgVtWgy6sRJP5pSGh2w/YH0OxaVHhSiqvUnjJ2pFNIr80Ybu1gyfw2YlNebX1QE+aKzxjDLH750fDz2QTMvEe3u65rIeiUvcVs7DbMWF0FSiybXXT4roRUteikPc02YyXIafOoqTDN3J5HqVgFhVBW0w3CrWnMfJgJgKtSEUTtAtO8i2+8lEOZnYsrUCBFnT92K0l8lHAUpFameZJsJkWTgumhGnqynWBHSSANc2QJL69p2WiTpdV7BSh1dBSfnKA2kBqaoplY5pVVWoGzID68zDLkNtLfm9Le+/8XS4rofrBWfrfOBLyPckfzfHgfnzS5SKLM+mxCIM7pJutEeHubEaDLt6qXw3iaAjbdBDedCOHZNxg9ERHxTWBGxy6Nu0JXEUcAi6K9uKHItcAMOYG52CH+nhs7obHZSR4ks52kFzI01yhx1KB6JLro41b1EMJook/vgJ7I5TWW4C7kAWS9XrmvUGUK0sam4kJSddX+EclZEwd3KejYYr/va60bhxhLThiGUyXZt1xKCIS/G7H535oTwsLo+GfOVkgu4CfmyH31Bx3qCrFj8raQ9FsdrUbjCFUiZJs+/6kpRGdYFYWpEqaTy6SvXBuiEezegOS7Lz3UAQBLCXO8gMqnWEUYaq0niaFmRrj9k5ukVON7FkaaXVWhNfvAfPYg2JsnH7Vot3jQeilHpOKfXLSqlPKaU+qZT6j9PjR0qpX1RKfT79ffhl7/ujSimnlPo3rjz219MxPq2U+m8T9f46ruM6ruObKNTX+Oe9E+9mBuKA/yTG+JtKqRnwG0qpXwT+IvBLMcafUUr9NeCvAT8N9AJh/yVX4GZKqT8G/HHgu9JDvwb8CPDRr/bh0eytRruJIDiK5V6ewVZ7Q5zqlkV7KC4c+dOq/2DxVU4ojWwLXMgBd4WnLDpiVCyrkqbOaJLBxp1DgfHk2nNvuuLWeMPTmWQUD988gtOMeKiI670XeTzoICjGZcv9mTStTyupbzzeHaYGtUqscaS5j9BLVm3JxLbcLZfohLRa7QqcF6vS9liQAL15la0k6+omEZUUVk0ql3QzQEec04xsxwvTC85SNvTK5RGHo4p7B0u2bTEw0XdVLsKPKuJHETe5YuOaSfml90LvDgLPv/8EgPfNn8ogCYY2WJ7s0j26OEBfZExeXPH+46dULuO1p4I2aHYZaLGGDUUkJJY2AGOH1pFMe8aLHdXpBD+S++E68UKX7/tKGWgYLOl+jiOxN1fyUtMe540gz2zHLiHSlIqs/ES4G9OIn2piMuzKlyS13YQMS6KYvpSmdL5oyL+nwgdF3CTGNjBb7NhuSzjLyDYyZkEyJLsFalFijld+sTFlS2ws3dYOSsRKS0kvGujmHj9Wg+dHyBPPo9XoRnxTdJOypDIQM/E4QYGepuZ17vFOeCfNgWL6OGK38iU3hxlupHCjjHwd0BNDtpL3ZduOUFia21OUj0MpKmolf6xCN/4t8KWQG+JYMg9TdcJWT2ZT4XhOd1gSlSLmdngeQDmPW4xQo0wUecte/cGLCGPrKB53YPXweSpG6PayRl93XJewnl3EGB8Bj9K/10qpTyP6Lf8a8CfTy/4OshD8dPr/fwj8b8AfvXoooAR6Kl8GnLzd54dMdJFA5DGE6BaHya2dJ+hqF8mqiE3oq1CkSSINMn88xWxb8k2BSilqV1sh0ilJW/WVks7FdszkoGWaNeTa8WQ343SVit27JHmeUFgu+W+bLOA7TVXnvB4PaFo7+G/TKZHLWENWXSEfAn6Z83C2YNvlbNt7Q49mty2IQWFPMkwtLnh9qSfbpMnNqKH3MpDTCsAp8tzhgua0npInNdiXDs65qEe8uZwzLls0/WQVofBybU7cCPuSugqCeNJOJsFurtg0e4naB6XAkD6zvsMbZ5KIdtuMD3zXG3xk8Zidz/n1sxfZXUiNTRceZSP+Vkfs0qQ41AEVx+MtufEEFPW0Iwyueiqp5Up5rYfqRiVuiCqm8o/eH24yq5mPaka2Q6vIqikHRV6tIyb3eBXRl1nSN0tf11Qm7mwlC3I/4ZtG4WcB3xnW25xi2nDjWJB7k1zcLTtnaHSJK9OGpT9lLX0HN9qX7kKeoMEHLcErzMNyQIKZWhZuN0Vk3zuNvUx9CROlXKalFzP0mpASa8gVsQyYeYtNyr+uM/jaYpPLZ7Mwg5x7O9W4sSLbRnyhxGyqS2VgK+6B2WUDGnzyH49Go2LErDvMyaUg1BYJgm5zgdtfVINSr14lD/NRLiWtrjeUUvueRgjopht6KrFMi7OPmEQ2bG+NUSGSXciOyc/LwQnxmcS34ALyDZEySTr0fwT4GHA7LS4Aj4Hb6TX3gX8d+B+vvjfG+OvALyOL0SPgF2KMn/59PuffUUp9Qin1CbfbfqWXXMd1XMd1PPvoiYRfy5/3ULzrTXSl1BTJKn4qsSeH52KMUalBSOO/Bn46xhiuvkYp9X7gw+zJNL+olPrhGOOvfvlnJUXLvwkwufFcHPwdlOzedSfNyG6s9xIWhaJYeaJRdFNNtLJzGX/hUlL9MsdPcoJRhHLPnupqSz7uUCbS7rLBp2E+qnm6nbDrMm6OtkyzljsHsuV9fWdFeHCnBe0zlR3t0UIgMkXmKIyjKw3bVrKJs00uCq46eV+ovXwHEZrWcuqmZNa/BUaotBDI8kvZtfZZRsikzGK3skMNOWSJ6mG3UBVaAAI6UBrHJqkMr7uCWdbw4vE5q6bEJ++DoujYbrIki9KbQaV7W4r/xfhEvgPVwdkjYc/98tMZ5bShLDomecv33BcZnzvlioOsoouGV7fHPDi4RB+IyvQXn95gd1GiUtMXBSTjo/mhbBhWTYlRkdG4ZZNELH2hpZkfk3FUSoJ8LtmC6kQxuLkZiJO9/8bIdszzBqsCR0XF40rMtUrrWKs4GDe5qXiwgxA9lRMUVTdnL2xoYDSrOZpWw/FXO8msbky25NpzsR0Tph63scP4HD3do7pstScf+lK4Q66yKJW4REPqp8hX8p7aK8y0wxX7Uk02cqhxR7MpUAwVUZRPCsGpHNjVqXTkDLSakMm9c4WQAQGCTaKHJtkPKygfyxF7VV7ddPhJMShdm6U0wFXdgTH4oxkxIbdMJa/x85HIm8RId0+a7yHXmF3yG4kkyZPeVEcn9d4eBNObawU5thful76SJYTcYNcNzyreDSLhN3u8qwuIUipDFo//Jcb499PDJ0qpuzHGR0qpu4gTFsD3AX83LR43gB9VSjngA8A/jTFu0jH/EfCDwP9vAXnLZ1/5MqMGnyn8QmG6SL4OA5Gw72kpF8k2AbtLBCTnYVvh3neHYN+qAqtMJHaadpdRjlvmi2qA0J5vxtyer7k/XbLIdoSoOE/S56G25FWazByUMxm8Ly4uCChabzivx+TGDd7qpvS0MyhcUrV10Iv/6lqTWc+kaFlWJW3qw4TGoJqkBxWTTPhQSpFFpDmWEpqt1EAYCzmEInA0rTjIa3Lt+OBcykxj3XLhxnx2eYt5UQ8lrJ5UKBLiomFFsf+sHt7qRuBvdTy4ew7ArfEGqwIPxhd8YHTCgZGJ9c3ugF+/eB+vXB7x4eMTjrKKN3YygRxMdjin6VaFkNpMRKWZViUY89h2HBUV582YT9VJPbnwRJ1jakE4DUx0IxOxiuDGShBoaSNwa7bmhekFy3bEZVvSesNRKaWUfLwmt45dm7GelTQPJ3vIcCNzWDu7QvpLAzJExb3JivdNTzmyW7o0qD63vU3tM27N1ryyLPGFHfpjPSKrviFlqUGiPsgfVcukHYqw390qga9O34zUxxnuXiBPCs5aRXRSGBZp3Ss74ps1NpfrNybsYcFBQW0H9Ntbf1sJkp7UhF2pqB5Ik6m46DC1w08KdCMKuwAxtwIltlbKhlf6EKrzdDdGRK0wmwZVd9inqZqgwc9GxExKW839uWhcwUAsVHU7sNgBVBDv96gUodBAGNjrJu77Ms8krlFYzy4SUup/Aj4dY/yvrjz1D4C/kP79FxBbRWKML8UYX4wxvgj8PeA/iDH+78CXgB9RStm0IP0I8BVLWNdxHddxHf+sope7f7s/76V4NzOQPw78eeB3k2AXiGHJzwD/q1LqJ4DXgD/7Nsf5e8CfAn4XqTT+nzHG/+NtPz2InSqAXaZd5kg8p6NWZLuEwsoUukkpd+33Dbe7c0w1JiqwVYfuskFVV+mILj2+1ezWBTtVYAvZAY1HLefVmKrLWZQ7XphecG8sJazN8wWP8gOyNwsxIUqjyUUhJpbG8eHDE3Lt+OzyFgCP2wVZgMnjiN1FmrmmThIo0UTqJmNWNhxOdpynHajbZOQXhmgg3+ztVkF2sNr1fxSm3stwoKUxWxjHC5NzXi739shPujk7n3GjrCSzSqnb5WzEo9oS8oBzuZAk06hyNkl7NJHiUhFGHaWVDytNx4emJxzaLU3I+J1GlKk/u77N77xxj++4/4ijrOJJM+MLZzfkO3GGLPO4PEBlMJUh5PLdrdcjtqOal2bnZNqTG0+ey3dSO03MBLDjI8O2ye5ARSUyIpMAI4dOSKZVU3JaTxnbloO8RqswkCo37YxNk2N0pCw66qnvK2m4uWSGxZlkX706rdopyrzjze2c82bEg8mSB6WU5o7yLZ9Z3ebpZgq1ke8mfSc+A1UK+k78R+Rx4dUo4iKxKhVQJcmcMy2vi5Fso3A7Q5F03DLrMSmN2ahI29r9OGwsIAjDWdlwWcnA2T0ai1nYJKCCNMzbg5TdTQQ4EKwiXwt/pJukpnxtcFNLtmzRl93AvVKrCqblIC2kfISUFcTMkF02gsayGsbFgLRCKVQQnThde3xpByIhMaKajmgtfmyxGyltqdbhJ/ngi65CJJa9ta4ZjOO+7oh8SzbR300U1q/x+4Oe//TbvPcvXvm3B/7dd3wCai8r3vsmmwbytpd9TvDclcAIQ2ZQLuzd1HIjqbJStAcFWRXJVomY2Bvi2EA+6mjXBW4rdZGVKcBG2kXNc/NLZramSCy+1aTkEYdCVouKkEpOWkUejC657EZ8YXkDFzVPLqXeTm0E+XIgUNT6cM8cjkUABY/P5/jGDgNY7wxuJJNHb5jUo89IfQA3EsiqTAjylEuaWaOs435+wUzveNQJOmrjSx6Ul2x8QaY8u4SRfn52wdP1RNwXbcRWaoCghlz6AKYT98Esc4P51hcvb/C4mtF6y67LsKlk99LinH/p/Z8hU4HH9ZzffXwXkwh8ufX7i4ji9x0auRlupplljeiQOUPlMkZFEvVTkWqdEUaRUGvsKsm5F0gZyCtUB8FpsqlMPO8/OOOF8RldNOx8xtqVfP/RawA0wfLbl/f5wqNbgsArHb53CmwVZAK7rm97SD0VNpapjtwYbdEq8qSe8qmz24CUMI+Kikdmjmo0utszx0MBwcvYtbs4MOptlRwCk4JBbPaGUuMTWYC6SYJvFwGd7q/VgUW5Y5Og2MYE2kq+S5N7itwxzjty4wb2vd0q6bmYmCDZin4VDlrKdc1hpF2pwVQMoJ1nFMtIfgF0Dn2SBlpZEHOLn2cD2dOXqQfSeOy6JWQaXUN3kOqNQH6yRmVGJNoXOXbb0c3l3LuJxdZe1lK/L1OFaZmEFD1mF6ScPe7RYAq/+HJM9x803nsN8q8l3rtM9Ou4juu4jm9kXGcg752IhgEZEzLINkFktw1D+QrAjQQ3rl0kYKjvyPY52zhUFzAhEjJRGs0Sf8CPjaiaBmhDjl4bQip96HlHcIZ6U/Dbb9zj9fkBd6fyxkebOeW0odEB9WY5cEcerhdYFXhhfMbdcslr1TFVj8JaFeJPbYRjEfJ9HTU7s7RZgS7cW4qrUUdiGXFRU99QZJt91iLSIqnpqmXTVN/o70Uk5IFvXzzmhl2RK8+HS0FHLUzFF+tbZMozNQ3j5CX7Zr3gaFrxaHOAdiJR35+KSRyQ3sSqMIH3z04B+M6DN/n85haVy/i+G1/iTiFQMEPkUbvgM6vbnGxm/Innv8gkyee+uj3md16/j1pmg4ZXnz11jeHzpze5c7BikrWUxjHO5RyXK9ll6sqgXNKVAsankWauqG+KnIkp3UCQvGxLXhjDi+VTmpCxMBUnnWigfK66zcVujMk8wSvCOqM4TQCGXNBQ2qUSU89FmThGWcc8q7k/umRhK4GKAE/aOf/P+X2WF2PyS022hqsIwuZIkG3RKFwPUNhJw1qtLLpV+HEYGvlRg60jvoBspaiDYnUp98DknkW546is8EFTd3ZA74WgqKqC+agWPk3KqtyhJ1salBOjKleASsRM7ZMhVo+cvNLLl+w30s4z7LkdyH3RWtGusoqQaVHr3SbQyM6hNzUWKT+Zyuw7testersjc3OaW5O3SJloL79TFSJ248Ak3otS5Gc1MRNOiu4iZis3t749pp0/wynw2SnD/6GJr6mJrpT64cQSv/rYP/funNJ1XMd1XMcfsrjmgXzV+AXg40qpfzPG2HdW/xbwTbuIRPZwTV9ofK7QXaSbaOF+XKRCrVEoF1FOlDpV+oKVD4TSoFthviofB4VUu9HJvyGiSg83m0Foz3eGfNwOdfvj8ZbbpTCOc+35vL9B11r8KBBWqZk3q3iym3BSTRllHesrUiEqC+hGcP0hWbD2u1M3DdhJS3Ca2GlMmUx0BK2ILyLtQprkPSwUJXyP/NzgR1E8QFJ/JFsr3GFg1ZUs/ZgPFY849UI8+Pj6Jb5z+gYHpuK8l5EFbpcrVm0h9r1ZpJvtrVDzlfxefCF/r1ejIdP4gfEX+dMzzamfs/blsLv/zdV9fvvRPazxfOftx4xMy87LzvXRZo7bWoql1PZDHvFu33twjeFsM4GpNMH7yIuOnc6EO5A4H3J+ATeSXbV2irDKmb0gje3vP3qNl4pTZmbH0o9po+WlQob+2IjKwGe5xbIq6TR087SDrrRYyLYweqxpjpKEyhzmRc15M+Y3Hz/gIzdP+OBUBBUWdseNsuKVIBDvdrFvoqsg35epk/lVz18qU5PeCiM/W5q9JEsB3VRRnid+SqcoFnLAF47PuVFuOW/GxAgH4x1Z6i3tmow880zzBhc0IakhmJ1kRcrvYdl9dt+rDAQrdrci+pmy8Q7yS49pAmGco7dN+q4awrTArhtCmeHHFrPdG0BR5qiqRa23mG0z+IiEO0e4eUGwmmzdomo3sN59YRJQJjHRrYyZUBq6aYFykW5qMF3EruW6bOUHY7lnEe81hNXXEl/rAvJZ4G8A/5dS6idijP83v3+D/JsitN8jYEwdsVUk5IpiGRidNLhZGmAGlFapwaYINvEKMo2uPWghTWVbTXOYTJ4WYSABxsqK8msyRMrGHSZJm+yqnE+/eo+TG9IQ75xhfTmCnUVHaXYDnD6d4Y8VufGsmlLcDM+k5GCXhuJSSgGS8u8Hqm4Vrs5EwTZCWOfD43qnGZ2KgdRbcPuGwUs8ZCqZTe2fV51m2Y1Yh5Jf2XwbR8nW74cXn6MOGZd+zFjvyVeHtmLdlPgqGwhtg+95IZOL9oIe6iJ84vJFAErluJddcO4m/MLpt/PqRdK76izfe/91Pjx9zMYXfPTRB95iYKVaLXDIVsozvbQHSprg9S7nxGusCdSJB+KXOfmpJb8UFeSQRv36OTPodJVPFM2RZpbLtTXB8qX2mA+Xb/Jy/oQzP6VKDMQQNTeKDZ9XN2mejMlWBj9O9QsdKS6ETBj2dATwiovdmJcWZ/zwgy8SouZzG2min+ymbJoCtbSUp3ItvVFWT9CMNml49SWbtMB0cylZZms1SLSIp3qkPpAFqZcqAdh2OaVxvDQ9QxN5vJ0xL2Rn9GC2ZJo1tN7yufMbcCKL8OhRKk0G4RSpCPlaBtXuSMZQtpXFxDRx2JBoL+N2MHBK5k896S9mBrNp0I0TxBUQCotbFGQXASYj3NFkaLSDlLjCLMeXFtu6oYketaJ4usNsW0KZ0R4m64VSy+J24SguZcHRtezARDX4GU5j78ICopT6cUTqSQFr4N+PMf52eu5fBv4bRD3ob8UYf+ZtjvUi8A9jjN+hlPqTCIXiFaQS9QT4sSsJwtcUXysPJMYY/yHwrwL/ffLi/RZcb6/jOq7jOr6h8QrwIzHG7wT+C5LSRmop/CzwZ4CPAP+WUuoj7/DYvxpj/J4Y43cBHwf+8js9ua81A1EAMcbPK6X+BPBz7NVxvykjasjXid/RSfYRtaTXfrSXigiZRjsxyzH1fivuJhnlsiZajZ/ZtyyXKoC6zPATjx47QmMwIzc8X12MMKXj1vGa0nY0Xm6zUpH5YcU2L/HrTFjECLN9uR6hFFjrUSqiEiPYVlaEIQtheYdsX3IyO4VzioDGjB0+8QDMebJEDVLq8MWeP6Ad1IepkZ5HdLsHB7SHoOdikRuiptQddSJ1vNEeccOuuZdJiWeu5YDnfsIL8wvOFhP8oxGqU4OXBaSMp5Zdf/Sazz29CcCnTm4zKjqUitwYb/nBe68C8F3T17mdLalCwcfWL7OsSspcttubdQlWoKR2K0q1vvftziLFpKPIHGXW0QVDo9J9Hzu6uUYFjXn6Vh/1kEmpzedyTx4vpWTXHFneVz6hjYZX25vcz86H0t3vru9z3oyFPzH2xEpjdmmXraA5lM/whcBt051nUe740PSEu9klM1MPTPSPrV/mH3/h24hZpD2U8+oVg8cnMmbbUtSle47NwFSvVPJSl88FmDyE8jLQzDXNgXCfygRpft/8jJfGT6lDxnOTC2mWp3Kp1YGJaQlR0TmDn8tA2zmLaRR6tecR9TR1N5bPN4mB70uFXfaw+YhpA3bVEAqLXUumE+ajNDYUYVoQrcaNUga/7jBVRxjnhEVJe5BjEk/LbjrMcocvkulbasTLuI6JU5KUt5/KZxU+YwcbLAAAIABJREFUEkYWYqS+WRCMRbeJbV+5t7Dgv954N0pYqdrTxz9lL+n0/cAXYoy/B6CU+ruIUO2n3nJOSn0vMl/DFZXzL3uNAmbAF97p+X1NC0iM8Y9c+fcG+LNKqeff6Yd9IyMqUQrtI98EiqUnWznxRE/aO9pFso3DZxo3tkNGa3eeqDV+WoBWuInZy69PvXAoGk2oRTbdJ6Ok0GrU2GELTxc0VTWm7fa3eXdRYi8t+U4NA6450MznO2KEXZPTVhnmaT68J9j9D/cqzt5PI7rwRK+JTwtMz0WIUj7I16II2832TnvZhkETym6V+Kyn58wO2s5wspvReItWguQC+Mj0EQemolQyEa2CTAKvVDepvRXtraCSxEj/JTCUPool1EHx8pG499wsNzTe8oHJE75j9DqTVBa79BNO3ZyPr17kS5tDfvTlT2HSjfonJy/x+OymTJim19xK5bKdps0z1DRS7XKUirik5aQvM7KlKOa6MnmWI4tHsDJh9xIh41KeHJmOdSipY8aBqfhE9TKHqZz33fPX+fWL98k4KTtx3at68pzI7hNEgqS/F/V9x53RmrN2ysfOX+T+eMnd1A8KUZwPfacwtXy//YLfn1u2kcW+P143Tb2SVpR/61vxSilSyaIzV7iplDR7uwEXNRtfMtItB9mOi3ZCG+SgN4s1hXbsvPRCql5zTCeFXy/fab7yw/0KuaadRykXRyllmUbeV5zLYqBaJ4tHl+RGqpY4ygYTKXcwGsrNKIV+/BQOFzAvsTs/9EfMtsHPS6LRRCuS7v3GLirRv9J1CyEOi4wbW3ypMU0YyIQ9oVHXLbz2Js8kIu9EyuSGUuoTV/7/N5OO39vFTwD/KP37Pm91c38D+IGv8J6/DfyVGOOvKKX+xpc998OJ5H0MbBGi9zuKr7qAKKX+O756qeo/eqcfeB3XcR3X8Z6Mrz0DeRpj/L53cmil1L+ALCA/9A7ecwAcxBh/JT30PyMlrz5+Ncb4r6TX/jTw14F/752c19tlIFdXyf8c+M/eycH/WYYOkO2SZ0WIg6AiM0s704MnummgfOLwBzkhU+SrXpzNo6sGjMJPcohxj82vNZgkRGcj+jwbzHzi3EFjaGvD2TannDYDIqttrZSaWk1xbqhvJ+XQTnN5PuHgaMvxbMuuzFgmjkh8rRSf8ak0xO1mX8bIV4rdTc1oXqPmkToxit1JSd4qdjcBlQQU03uilqasbiCO9uWwPqJXPN1NmGYNmsiHJoIUmpqa36pe4P3lCWPd8lp7DMBBVvFbp/fFcOiohcuMkHQ9snX6LIdg5Fs97HYflBe8rzjhjl1iVOD1To730csP8ZsnD7gzW/Onbn2Oqan5vZ2UvYwOcNTiyRk90YT8iilXFsknHdYEYlB4Z6Dp/e5lh6qdZGXxSiM6mJSJZImRnrKdz29ucZ5PuF2s6KLhg+UjTp2Ut17b3cAFzbIq8a1BtwqVrll3DIilqIXDAXLs2mc8KC94aXrGWTPlt0/vyXDqMpyTLMZuIKtg9DT52xtFNxYV5mwXh0mquiPZiE5ZTsjikIHmG5EUcWPh9igP1blkjK/PD/jBxRe5nS056Ra4aIYSK8DKlTzezVivR+hzASEUZ4riUu5bvonsbhhs+m1FI+NRhYQKUwxGbtXdnOJcUwCm88RJ+rKUkvJTMn/SjSNPoobmoiLcuUEsDL60+FwTTAJDjKygIzMRRmwPS7IkPRSNFrXeTcCPJOsAMHUQJeOtk3unwCR/EZSC5+/C/8sziWdRwlJK/WXg307//dEY45tKqe9CUK9/JsbYG/A+BJ678tYH6bE/aPwDRPj2HcVXXUBijH+n/7dS6qeu/v+bPZSLFEv5EdYHRghGjSwk5blndzPVx6P0O0wbKE/qfU00RtHX6bx4NJu9r3jMgyjyOnF083M3zEqqMjB1KB0pxy3T8q1y0du6FFRM3MNd47FHm8jl6ZTL2nBVczpqmeyzNeRbcfzr0u+wOZKy0e7pGPIAibSW7wQ1080jvhAdsPw8oVzyvTy4Cklj6UoZWG8NjbOEqDnMN/zWUsboZVPyL97+LNtQDJBbgJNmzuVmTHBa/NG5ImWR4KjFuZSy8jPDpz8px3vzuTnfcfOxyJq3JY+3e6Ta7dma7zv8ElNT8+ntXX7p9z4EgHs8EhjyRpNV4OK+1BNKRbMsaG0Ar0VVN5PzKd+0ZGspw+TrSL6Rx6ubZiD9RSvnevZEFomXF+eMUq2rCRmf3D3Ap3Lek2bGZ5/con40EaRRq3CzJG+ea+xGypPawUh4k9S3FE92E37k6IJ/fvoF1mHEx8qXAfj5L3w73UWBMRE/lnG2vSuLn8/TPVzJ2G3m+zKlafaQbhUUKi0g2cbjCy1qyK30/vrS7CKvh+/vpl0zMzVfqAUNVuqOOmQ8racY64lpfLZz0bwytZSogt27ffYbExVlccm2YS8KHEWjy48y+R29kspFz9/FLUQLS1UNWina43TAxQhTtdB4sqolP/G4QyH3hsJgNy3aZYRGylg69S2jjYRcE8Y5+VktfQ+kT5KtFcEqmiN5LFvLYmqXtZhWPat4BgtIjPFnkeY4AKlV8PeBPx9j/NyVl34c+IBS6iVk4fhzwI992bEulVKXSqkfStJSP/5VPvqHgC++0/N9JzTMa9TVdVzHdVzH7xfvzgz5nyI9iv8hWV24GOP3xRhdQsP+AgLj/bkY4ye/wvv/EvBzyXfpy5vofQ9EAUvgJ9/pyb1npUxgX6ooLz1269CNx00yQqYGT/RuomkXltFJjV7X0KSMwVridAQhYC+22EWOSbwNe2kJRUR7RSgCeqfxaQea39zhnSEG2C1LmtenIrCHpPtaS6O1/z8Il8RngXzWouYR11piwuBn6ySLEaEbK/GZ6L81nfShLaiVHVJon0vWkS0V1ii6g0BzM6G61gbl5TUoMGYvpkiUjGect7TB8LA64PmxoK4+MpOtfhVyMuU5Tw5Vn7u8yXjUsNxNiVvD6KnGl/vjKQekcko3C4O44PKNBf/k0Rxs5M69C37gtggVfvfkdUrdcepm/O7mAb/6pZdpl8medOYk69toNveThEZfmrvSv9SlIzgNVWqkloJMsrtIO1PUx2l3n0lmNGRlAXRCvz2qZoxty9Q0dNFQ6I4jIzcqTBRPD8f83i4jrDKKpSb0sjnjQHVPU1wIL2N8Isdbv6gpreOz1R2eZPPBTwXgwfEFr2xu7/1UrpSBgpXvv5soXMlwb3UjmYkKySzsCp+numXI10GUfFPjWydDqZPtDHMYWJiKbSi4aVd8eCTPvdLc5FGzYN0WojL8ASGjtMuC8o2MaKBdKMrzOJxfrzhst1CeObKN23OpQqSbWeobOWWM5HekFNncHBOslkzhYEJUimwlvzs/zoiZERvbbSVVgIMkRdN4dCUpl1k51OWGmKxw/WI8CKSG0uz9QVzAjzNUiBQXDrQQh0Hsq1Wv9Pt1xrsl1R5j/El+n4k9xvjzwM+/zft/A/juKw/91fT4R4HFV3rPO4m3a6Kv2a+rY6XUqn9KziHOv94TeLdi8PwG8BE3sfiDjGzrydYd0SYF0gsviCurcTem6EomK72t8dMC5QO6aummZj9xK+CgxRQeqyPW+IGJ3nQW34oD2ux4S3m7o/UyYe3qnHabo5tckFBZ6tGMHdFr2m0mSCYbiAddOl7G+E0l2ka5lCQYqmKaVlnizBEXnUyagFlZ/EFHd6QwK4veaVTX94MEhdRPVrrbk9bsLtIeaKo2Zzy74G65wqZZaeMLfq+6wYenj5nZDY+CjL33L57yybM7KBPAWdp5HBZI28rxfepVRBt5cC+hsEZbKpdxZ7Tm26dvcjfBg42KvNYe89HTD/KZL95jdFBTHsni1Wzku7FVKu20MpECtEcRO3b41gwKvWS9GjO0UzFn6ntAID0gW0GnIcyiOAmmBeTmaMvNQm5M5XNuZSueOimz/dKjD/HkfCbGXb3XfGI367b3nJeST3OQHu8UJ5sZl/WIN790LCWuqXzHeeHAhGQdAOV5pLrZq+4m8qNJ9zBdmnKJRJiMnLKNYtwbRcd038ei8aU8hIQSzIyn8jlP3ZyZ2fF6d8wsQbIP7ZYnZsYka9naXGDTCHnTbmXc+AzaqWL2htzEbiyQ+GChnQsLfNBCq7x4krcBlBrIgqoL6H7edgFl9UA29KXBjS36oMBuJkStaBfyW81XnehhnYvJmXv5HvWttLmIUJ7siEYPyhEA3aKkmxl0K2jLkGt8X94KEV88wxLWt6Ch1Nv1QGbfqBO5juu4juv4wxzXUibvoVAhDmUNP+5JSm5Ic8snidSUGyERVk52SUluoX7pCCLiOXA0xheK+mZKfScedpYuaQXpWcMucT1CUNy8ucSagNGB1tmBB9JWGfZJNmgH5Zfy/vYQFkcbOmfYbQtip1HrxGFwItcRkgTJVcXPbhrhsCU2BrW1qPG+oajWVtLELOKKgF0ndVITiUpQNc3hlXIYkoEor1hvSy6nIyam5dFOkkyrAx+ZPWLjC5pguZskbZtg6ZxBqSie8e1ec9PskpyFS6WXpcGlbOwgr3hxsmOsW5ZuxMNGbGs/t77FF05u0m0z7t6/4O5UtLYAXo+HtJuRHLeR0lOfZZqdJswVJvfEgOg4JXKfH0XJ3JAfeU8iVT6RQkPyvCgibSWIn1Vb8HC3YGJbZrbmY8uX0Yn8cHe64nw9Jj4tEvkvkF+k7C/Z+OZLyZKaxX5XulyN+eC9E+58+FVOdxNOLuTe1qdjoon4UcQ+FNXlfocuMiGR8qlje9fikx9IO02SJZsrKKh2P4P1Hjg9Oqvnbazrgo0vKHTHSbfg9fqQh1WyDM53aBV5tJlzfjpDX8i9yDcKP5JMyDSkEltq2FdSylUOmrlkEqbuSSJaSkZBNLv631Z2uiWOc8kERhZ7viVOJdvJn1ZCgE1yJbr1A5FQOU/cbFF5BvNZut9ynb7UdIuC7KLBLKvBhMrfGuHGmtwHunmGqTzZpWRc3dEI3T3DWf96AbmO67iO67iOdxzvUg/kmz3eswuIurpTn4jEwfSVHc3NMe0sx6ZdUtQiddIcF+guokIP/4soH/BjS9SK0WmHctn+oBF05rG5p346Qs+knn2wqNg2ObttITVye2Vk1QaCIltL7bq5mc6hsizjhPlBxY2jNQHFcpzkHl6dDNfiCyUN054tXylC7jk82tJ0lmotO/VoNapT5Jea4kIa2D1fwjTJfc9KvT5f7oXxmgMRnru52KBVZNmN+GPHguxbmB1LP+JJO+duvqRIan4PqwOqXU48LzCNGpzyQDIru00qrU4cgR+/KnyPxycLymlLW1tCazCJc5BfKNyHap5/7in3J0vOmzGvPBbjDPWwpNwqupncA+XATdMOdObROmJzJ5wUpyFxc8xOdvVRg62uKksqdrfBjeNwj2Pqnzy8OOCo2OGj4s3dAbeKNfOEGZ7bmsfzGSetIbaGWF1RKTD7xnU0+34LAcpRiyZSmo77E/EtAXjVHNE+nGBqlfpFasiSyEUeZHs7k/NPPR/tpKdjK+Gw2Hp/DcEK1DZqiGXAKz3wlLSOFNrxsDmk0A4XDbmRzPWyHfF4M2PXZCgbhqZ8b4EcLJgAegchZSDBilRKsRHLZRXikP3YyqNbT+ilR3zfhwtQt+jUF/GzEfZS9G/CKMPPi9QE99LTcCmbGGXo5+8SQwAtMF67lXFYPGlx8xI0hFk59Fv6voduA76U9/TnYSq3t8R9FnG9gLx3IiqG9LS4FFz89vkptvKYLtLO9s0z7eTHni/3Eg3RKHxhpXEXIqv3jwlFGiFF2EsoREV+VIuUB3C5HOO3GWbc8eC5M+ZFPTTRTzdTlmYK2or5T2q6mXlHDLB6OCfmQeRJUkPcIiWKYGVijvaKlEkR8bsMN2qZFC0uldTCGyUhjzQ3Pd1ck1+owSJVNLDEFChPE3tPqpQJQOG85u5oxQujnrMED5tDTto5L42esjAV6yAlh02XMx61rOcWXxlMY8jW6fxKBoVYnyOLbi/5cVEQuwKroD3yuLlc1PSDK77t8JzjYstpPeULj26Rf0YWU9Okhr/aH69HP6lawxRcZ3DbDNXogRfhZgHdaVQUc61eI605EPkNoiDjmqOAncmk/oGbpxwXG5pgGduGXch4vJGS05vbOatdKWWyrSVb68FQLFhFXglhsbpzVbMKmsby+dObtOcldtEwnchqUGSOZubQlzl+BOX5fqFzZSph5jJcBg23PHEzkuf81Q1TvorDIhS1oO16dNlBueNJM+NWsaaLhqNsy8NKABFn1YSAIkRF7PbIQhUM+VINkipRKVx/31OJzdaRbBdQLlIfJQKnzSjPwWw6zJceD2WnOMrxs5JuKlaz2XklsiSAW5RiKlW18lhg33wPkVBkYBTdPMeuO+glULROKMscX+hhzxbTPTO1x9Q+/YbSGFzXtDf31gRfb1z9Dr5V4hlCEK7jOq7jOq7jWynesxlIyBTdRHZCoyeNYNKnGbZy0jRNirHtzBC1onzqsJtu7xNiFcXTGrOsiLnB7vaeFP32Jqxz6WlHBimLmEfUyKFtYNdlbNucXSPHrC9LipNMWNHN3pTHOUU+7oi5p6stcWspHyVl3aqH3UbcWEpxvReEPw4oE1g9mrECSOZKZS1lG9UJqz2a1HAmNVuT4ZFpGRR+Qc4n28Lp4wNen2zpouaNrTRYdy7je49fp/I5J2rO40Z2rc9PL3i8mou8S+nxuUan64oauoncH9NKqYjbCbxgIl1jyEaO4+lu8KQYW4E9f/riNo9OF9hXR0PJrr9200bUWAlcNj2XrTTtzGBKj7IBskBM6sTZqWH2pUi+jhTnHfVxKpetozSDlUrCjCLlAvD66oBlWzLLGsa2w0XNPJMXHZUVJxczyaicwk0DxZkervmqbEyv/GtqqGtLMW2hCLjTEZtXhcPg5l44PVEyrGwTh+9Eu8jkScDsPNu72d6m2YJx0I1BIdlGUolhfLoXZAznFqLCaTngk+mUF2YXhKh4bXfMLKt5biywWKsCp9WUInPUoSQ/kwspz+T8e64MOg5ZXDQi3OgzRTfSjB/XFH1ScLVkdbgYGOXKBfSuJXceAoRxjpvkaQyKSoM528AbJ+jFDJ3KuRhFKHNU7bBJDsWsd+lea3Rp0a1DT/K9mOLU0I01+iCT6kPlRJoIUGX2bLfQ1yWs905oF8nXV2SbQ2B3q6BdlGRVYPRQSGHKlegkX9ItcrpJXzv1mE091FOL844sEdrazMLYwcgL/yGK13QfblkQLnLO7QjtFDGpmiobB12mdrZXhY0PS7pRjr6zExXfqNg9kPfkTzIOPi8Timl7syB5nwqKrHTYaUPb2kF9ttuJY5/dKGavyUTbJspQL2uh02QcjfAW5ElZTG7euWRsO86bCS9MhZ+Ra0cTLJkObJqCLMGE2iCqvVGD3gjBUq3SJJfL8W0F0UG8CXlyTZyPazLjybTctzbpMT08P8C9PqE4V+gZtA8abHpPfVYyedUMrpEh25d0oo1QGeLKor0i2oju9npnzYFK/S6zr9HXisnjSLNQRCv9of4exjkclxW59tTe8uLkjOPEuByZBSfzGU+auSxqSZqmD1/IwumLSMz7SVRDUNw7WHJ0Z0flMt5cSUls+caC7MxKr6GTa+oXxm4qytG61XQzNXyOEPjke+3Vf03aWLhSMToL6FYJJycymDLlmacNhsf1Ahc1J7sZF40MgJHtmOQNT85n6MrgJ6nUFzX5Rbq2TFFehqFc087VoBbdjRUqFJTnciK6Fbn19ngEx6PBPTB7WqNcwJUZ3UGGaQLFI6l1honIu8en56jMEo7nqNQDCbkdyk+iqG3xYymL2WUj5a6kqt07DWZbj/aR4mmDL614sFfJ/XBkyc53PJO4bqJfx3Vcx3Vcxx84rheQ91AE6E1vuoOCUGhQiuLSiydAimzV0B0UtLPkBaJ6BrCDtiPOS0JuZEej9sfW5znRRMLEUx7Uw/Hqi1IyjcNWhP9G3VvUeMNuhEvqqn0pyi08mEh4WmIqjVFi9gSyq2kWimIZMbXYxfY7nexS09oR6lbFeNRSp0Z+O7Yw9rSlYR3FK7rPWsTkaM+BAPHqGM7/FozyjtvliuNsyy7Vvl6vDjmppjw3vWRkOpqEs3+4WYgBVoTiTCxU++PajYjvZdvI7obCVIr6kZQxdsWIbN4Qo8KfFdhN8mfpIG+hPYzo5ypuzfbuVOdAdzERb/As+YT3WZxWGKPFWraQklBcyvD2pWL0VFBLbqTJtmknvPFUtyymhS5lS32zeVY2hCgN5XlWs/UFl51Ianz24hbrnRi9m0pUcbuEBsvWiiKpEMdsrzbQTSPFXOxiL5uS3HgOR0ke5rggLifClynkWsrLdLwqDJyLeCXR6X1h7FYyPRVh/OSK+nQqZ4UsveZAdt3ToiFETa4dOmpuFmvupxLWK5tj3rg4IC8c3Q3wKyl7xUqUj+1OylLtTGHrvfpwyATgEXJFN9WUCXvRHOXYrSdbNjTHJTpxNlQnyg/2osJNFsI+P5JxoWsxjYr3b8G2IWZm4I+oVqxvVQjoFqI1e05PCPhJMZjF2d5DpOogFsPvOmaa5qYAQKJV5PGaB/L1xHt2AVER8sukrzMSCKQRARZ041GtDDA/K1FdSN7TURREgZAZ2geHmMaTPV7Rvf94qJPbrcZNAlgxlWrfnAwlB3PYUIw6YlQ0u4y2yvfkv8pQXqph4ejrr7rWhMMOCvCjAJUZaurFpfxIBSGVSF0J2eOmkWgj7cMJ3RVpFN1oaPT+c9jX4kmy5tOHnsnDHRcfngx1dVtFso3i8cWcTHtujTZ8aS02dw9fvUF20DDLGybjhte2olP+6sObsLYU5yJ3kV/uP8uXSVKjEIXZyUNot73kh0Z5O0x0/XvauSwe6kHFZNxw+f+x96Yxl21pfd9vrbXHM593ruHWrTv1vU23oRvakIgWkNjC2MEGK5E7VhJDYgcpAitf4mCkKJZMFGHlCx+CI9kWgcgKYJE4YVCcYAQGZDoxTXe7+9K3+/Ydq+qtt97xjPvsYQ35sNbZp24H6Ft9BzvV55GOqs55z1577eHs9Qz/5/9f5NSr8CCrFHkN+TmEvsP2GOvAPIx0OCOQC9VykKnK1weSmfEood0NE7Mwjqbr5xfNBVXfT+j+xZCrrMOos6IT10TStvxV+50FtVGURUK9awK/WHhARf5BK6xftEUTUqJLQTlLuXuZ0/9ixOK2RQz96ue0JCI0NK4gnW0YbauBJJ1ZotI3Q67Rg7Lx6Kqm5+8HYTY1kMGdCpMq5jcS38Qnaetjp9M+edQwSCoiYXl5tk+mNpz+/bzi/LKH1apFCUYFPk1bhX8bWudsnSqykQiNqFAP/fmNVpaoaJDzCjHO2od4fTRAGEt8MvOpKyFwaaBs7ybYJEI2Bpv7BUEF4SmbxbhIYmXsObJqg8v8QTe7ngtLNob4coVc+h9r9cQYm0rExCAigYk3KUy51C2k952a4OsThfXYLiBb29rWtva+2bYG8niZjQXVrg9VZeN8NGJhdaODTWVL7aHmJfQyT6yWCOS6x2IUYSNBflYjhh3ftBTqbc0A73JkxuuCLCMIjKYqtqwmOZR+H9FyM6dWhlX6VEVgA6E/FyybmGbsx6OnqQPHiGwk+QripfVkdXLTB4IDEVtEt8FOEpKLNdOe/056Bd0HlronW0+rHnjEUdOTzJ8KLKeBAqN/p2J5LcNoxazMWNYpN/p+kqPnV8yblNJE3F8NuVr5bXf25syyjCpJUVUUNMb9eJ1Ti+54j9mkgmpnwzKbzzbEgNUOVEeBWHBQ081qslgzLTLsa12yZUiXBEfZJJCfOo+0623GoN/gGoksFEILktmaoM8XtX0jniW7fEhFa+RReDZeRyR+mzRtOOjPSZThatVht7Pk2f5Zu9m0zjBDwSpNqGWOCpGVKH06R+B7S9YplngO9jihHlqaAQy/KDGpvz9t4oEMwkLnzGCVoNr1G+qMQBAY0nbVhiCy6YgW6SVrUKHvySnhX1EgYew7yPxNkyUNlYnI1MLrsMwGVFUADjhBFIfej2lEeh4K7xN/T8ka0qnFJhs262qoaHqCeOlQlWs1ymFDS+LyOEQHGxfdRoL6xshHIg/mbR9Iy6LbGBACWSvUNCCtkoh6v4NJJMmkRl0tYM8X0S3Q9CLihUYPU6J174ixmDhCDxOqkY9comrTs5MdP/QDfae2XUAeH3OSTZdp49DdBLXSvhkpEpSHPueaTGpkrXEixSlBNA86zbkkXRhkaaj2clRlWySTjT27KpMY0zM+lbUI+fbLBGnB5hb17Jwk1i0XVrVMaC4S4rlPY9UhDVMPPRNs580ItfIPw/VilV7R3pjJ3BCtNmkMfSpYiRi7A+Sm1Xlf1zeaPlyOfWpp3RO4hi9XQ4HUgv4d3SLPVnv+6Z5mNXvdZQupBZg3KReLLt20ptNr+ODOCQB3lyMWRYroaCBCd2DxhD/v5Y5f8KT2aCGTgT7waRvzrAHhiGJDJ23oB1TXfJkxn+XMHcjTlOxygzyStUeP6dw7CNhN6iu9EBQ9hcw1LraIi6RdvGUV8veNo+mrtzzkdC7C9YT8FGwU0lsHsGoSFpXAIqiN4g+mR/4chrlOL7swj0mmsl0okgnkFxZVOaJCUo1DagsPvY0PVkQ3NSutqGc+F5m/GpNe+hrN8kgF1mU/Xnbp0JkXCEvm7i1KgFHpWZWrMShFqyve9COy+ytwsUfFWdp0lDaSWBqsE0TSEkembUCtlgnizRwhIZmLlqVZB+XKcgeaniKZbRiXbeSdIas8oi0pvaPjr/GA9EqTPliQnM6pj/zD3iQyQOn9b62+tiH1VoUGCc0oQ5XaO3irde64QzSviQA1KyFSyJn/m9nvkkxrTKp8d3qo0a1p1q0S6Nz/7pITf9PYWCLMQ2pq79S2C8jWtra1rW08rQffAAAgAElEQVTta7FtCusxMmFouf7XnmdqHUI7VONa70cVNeVRF4THs6+Ll527S2waofux13nO5abhrh9SIAJEJRl/TrH08tbogcWONSrXRMpS1nHL8CqmMdm596iF2TT32djBSFOMBbJQpOdy4z0b77kX+4rOuSE/KVkFxIrOPR+WmCc0A9dSrcRTXxQWBmwO5YGjCayw6Tn0Tiy1lS1FShzSETqTnjerjjieDehnFSeX3jvUZcTtG+cM05JMaeJQMVzpGKMVtvR8UCZ3bRpIWO8l20C/okpogiccJ5pO5t3sso4o5qHJbBITTyWqDvQfo815ipYeMZZdBs0N6RmFAcoDi9DCU8BUEtmIt/S+RCvP2KpWtqW4KQ4iX+AP6Z+mL2iGoSfoKqfMY+LYMOiUVCbifObzZUI4ellFf7RieZUgK2iGfsxyXxCtJLF0mEyQXfjP508K9FijrGjZi+W6v+VAkZ1JX8gPEsNrZt380ouh6W4ED6EHbSJZ7UqvUz5dU4r4axIVBt1PSOYeGeUEmBAJDfKKTGlmdUYnarjRn/KF2VE7bjM2yExTpQlOrZtsQnH/yjcuqgbSK59yXO1mXlc+8wX9+My2jZQm9uJT1WEP4VybRpXakZwWCGOwnYRmmLYiT7Ly7Nf1MCKZClykIGipR5MCWWpEUWH7GTaLiU59/4hTkmockZ0WyMsFNghNNb0IqR26o5CNI7vQbbQoK4NYbBCU79i+DheQLZXJ1ra2ta29U3MbaYCv9noUE0J8nxDiXwohPiOE+D0hxMcf+tsPCCFeDq8feBtjfZcQ4lfC/39QCHEWxn1RCPGLQojOox72exaBCCF+Gvhe4NQ59+Hw2Q7wC8Bt4HXgLznnroQQ/wHwo/ja4xz4z5xzn31oLAX8HnDPOfe9b2v/1tF7PSjK3eh470B42GY8bxChoGc6Cao0XidCqLZuUjzRQ1bW51WziOIoacdWswgXO1xP4xLL1YcEsl53XzvkLEKeJJSJzxVnDzGo9t90zJ/0vQNp6O6VtaQaJ+ixxsWOZuh8oR4fYUQLX5CVtWP2TMez0QJN3+H2K5yRyMu4ZVw1mUBNfeE2P4XVvtdzWFsytzS5HzdeGJoAXa17Pu/dGIm1kkWV8sFrDwC40Zkwile8UexQ6ISXLm4BXmXROVDziKbvoaUtIaUM5HvSd803Xei8Hqhi4phZ5s+PMDAIpIsiEFvWQ5i9oEmGlVd4BNz9FNmIjQLeaBMxusgR75aeiXcR0ew26AChjaYKk8HimiK7EqRXgbjxuKHpKkwmMImgHoBL/eR74xWdpKab1EzKHOfg+YNTAPazBZWJOC4GvBL30V21OfeJByrojmfWXe2FQn6K1/y4TMne8NFaHG2uo859JOEkjL9UYpIAPsiVl4g1DpPJtodJWEc6cajc7+dhnROdKw9Jt54apdyhza801n9plK7QVjFISr796VcBz8b75nTklTOHgirQgciFIloJikNfm2m6guJaEs47mHU0OBTIRpFfbOoKTvoISK020OTkYtVKyZpOjE02zMn1QZfkZI5NBu0+Oid1O57NY+qjrq9tWIe7FsJMCVFpcFLi8rStbUQrQz3091znQU00LT1rL4Fo8t209yYC+XXgl5xzTgjxjcA/Al4Iz9K/BXws7PlTQohfcs5dPcLYv+Cc+xEAIcT/DHwC+B8fZXLvZQrrZ4D/HvifHvrsbwK/7pz7CSHE3wzvfxR4DfjOsJj8WeDvAd/20Hb/OfAF4G1L6ArjWhRWVFiyu1O/OOz5NIQNspY69yicqDT0Xl1iOv6mLQ8zdFdh0wxZebqSZtenHJJxSVNFqAcpWNAjA6EQGc0UumewR7VPp9yoMeGXYy5STOrTMwhYHfi52sjzDbkr39RmFe0ikV16VFPvbkM9UNR9QRqazHQuWB3AaG+BGUvml96BsCZmdeRYHYEMFOtrMx2YX49IFhYnBYubcVuYTWeOxRMCIWCvt+C5wXnLyBsLw71qRG0jShNx0AsV1h4s6pSLxKDf7PpGR7O+Bv44VQ1i7lFT4TTRPfZNhsJYVntygywDljfA3S7YGxQUZUIT+kCilS94m9AYqVa0glhaC5pVTNKpqVKLXClkKPQm06Arb6HpSpKFf3gtD4IImPKAC6l9ShK8LnwvrbgsOkTKcnMwbbmwViZm0aRYJ5CjGqtTokV44CfON/atqWLC8UYr0LMIpENqz9YbL/15nz4tMLnnOouXjuX1tEU5Se3QgdOtHmwSBsJ4epam58d2Fsogn5tNLFHjF6Vq7PuFROTHU8LRi2sSqemqmtcWOzQBKDHOVtwaTvhidYBUFhvoZZKZByy4QMNjYp+eAkgnlmS+oTPJJqYFKTQdgUok0dKz4NZj/9uqRzHZaYXux8jG0vnMXeyhz0XaLEYYRzRvSBIJ1rP/gkdhVeMUlEAtNNGibqlNdCfCZcqLpU0L6n3/qKiHMXVP0nnQoDOF7vZIrvyCZGOJ2Rv4p8+7YO+RJvriobeBWQ6APwP8mnPuEkAI8WvA9wA/95Y5CfE9wE8CBfA7f9g+hBBRGPtRFh/gPUxhOed+C988/LB9H/Cz4f8/C3x/+O4/f2jl/CRwc72BEOIm8O8A/+C9muvWtra1rb1jc2/zBXshHbV+/dAfN6wQ4i8KIV4CfhX4T8LHN4A7D33tbvjs4e0y4O8Dfx74FuCIt9onhBCfAe4BO8AvP8rhwvtfRD90zt0P/z8BDv+Q7/xV4P946P1PAv8l8FX12cOF+CGANBu16aj0bEl90EM47/1ATLT0Lq80jiZXGOuIhGjZPXvnc1ye+CLfIGmJ6gDfGe1A3CxwViImSRue62sVg1HRwiPzWLdpgwlQyQRZS6KFaPsabOIobvhoQZUeJpyGpTcqAoFiYynHCXWf1sNTK5AnKRPrpVwJYkjRUqD7DjtqsNJRaYmceC9eVT5Vo0IqKLu0NL0ANtCetDFONAf5klRqPnn5FADnqy7PDs/5hr6/fDcTP8Fz3ee11R5fEIcc70foIiJeBs8+9d61sD4KsBFU43WqRyCsJ/tr+tAMA73IUcGwW5JFmiZ0e4tASeIkKOOjD931aaF6P/QNdDUqslSTzBfxnY9YwKdYkJv02Bq2bKM1AaCHA2cXUB74bc5Oh5TjAusEt4YTdtMlr8y8GNbFsktZeXCE0xKRWbRZd20L4pmH8haHm8jKATaxxPsl9U3LbJIRn68jK7+dbNaRiyOZ+uNykaDuK6LK0X+jaul0mn6EzqK2r8Yp2h4mVTuari+wNz2HzS0EfZlllXBedhgkikFc8tzgjJdn+wB87t41up2KYWfFTGTo++tUj4/gOh65TTpzpKGXZrUfoTuC/NySThpMLNcN5x7qvqYTGsQk0yZce+nTVuBJFZ88QHcC+3SpWT05AudIrmqcBN0NTASRT+E58IwSi5L6MGiMKJ+GVCXYTtoCAEwsQse+8oCJxmEOfVE+mWjqnUDr8E5tszi8HTt3zn3sbQ/t3D8G/rEQ4juAHwf+9Nvc9AXgNefcywBCiH9IeD4G+wXn3I8IIQTwU8DfAH7i7c4L/hWisEJO7y2nXAjxb+EXkI+H9+sayqeEEN/1Nsb8e/j0F/3RTRfP/Q0rSo3d7dD0FDYWxItNvkRWhkQ7VKk9jYkK+fZcYvpZ0Hg2ZBcCAsppOPYQqUYrktiQjefk8SZPezrvU68imjpiuopwoSYgC0X3WLZUJGsajmTiaxQ69/UCmzpk+MEnC6j7gtVB4tM32SYtUjylEblGXCUkZyk6lMCEgXgqcYvUi05lrmUEXh054plk8IZHCTlJe+OvH6YA95YDzssOMlyi7zz6Mn+q/yJKWCZmU2v75Oxpjosh8zIlzjQuNawCpUp84usy0VKgKp+WE0/4RpRBv8AikDjSWLf7aYyiqGOOL0a4eYysJMlk00gYLaFz5qgGgsUtIAm04rXCGEnUr4ljg7WCKvGFn/SBIjv39QmvRe+vv1VRi8gyqWC1DyLQzX/w2il76ZJvGtzhMJrSuIjDoI61GKf8s+NnqS8zZCVbhmPwzoBwgtW+DHUP/3m0BDFs6HdLhHBkSUMThJdWi5TktcxzezXhOuzE4Zgd2XntOdF2kvaBDBsaflX5tNLaIakGnvcN52tD/uG2RmGVWCfQVnJZddBOspf5+zk68hIEx5MhplGYfX9Pay3R3Yjem/4BXY4F1SBQj2R+aHskWTtmrc54HmogsUBoRzT348lEoXtxW3iGTU+I0AYlPcW+UwKdq1aRUA9S4oUmeuMUc20XvdMlWvgxo2mFHmfEF/7+WrP7yqZLPU6wSmBjv4CsEW5R0fiGxXfBBO9OCksI8cPAfxre/jnn3PH6b8653xJCPC2E2MNHDd/10KY3gd/8WvYZnsW/DPx1HnEBeb9RWA+EENcAwr+n6z+EAtE/AL7PObeWwvt24C8IIV4Hfh74t8MqurWtbW1r/1rZumnxq73+OHPO/ZRz7iPhdSyEeDZECAghvhlIgQvg/wS+WwgxFkKMge8Onz1sLwG3hRDPhPd/+Y/Z9ceBVx71mN/vCOSXgB/Ar3I/APzvAEKIW8D/CvxHzrkvrb/snPsx4MfCd74L+C+cc//h29mRU4Jyz7v6qRQeKaMEOhOoWrYeue4kpJc1Jo8QtUb3/TbNMEaVvnjuJCyvRajUp7c6SUOsDA+mfXY7M653ZpTGe2SvTncoFil2FcSMBhUupLCMcqwOY5/mmEK5H7zf3JGdSyLn01p1tKH8cGtUk/Mep41pvV2Ra4bjArmzRN+WNCu/UXWVoUYVzgjESUa0lC3Roou9R7ral6jK0XRVW8w1iaAeWW6PphzkS75xcJfv6L4EwO14iULwStNhX805MR798vnzayjp2O0uOdEDVvO0jbg86k20PS/1jiUNVBlprOknHp62amLmtT/vl5c91HFKUvpUkE02kZoTfkwd9M1Nx6Ly0M+jLFnaIIQjjzWXiw6i6zesbhlMlhAV3luf3wp9OdaDLTpnXvJ49rQkTf02T3QmjOKC59IHvBCfsnQRL6TeGXylPuDN0Q6fPu1Dp4ZljO377WylqCcRxmd/2p6IOiRgry67uHkMuSHqhAhZOeqRJZ5J7MJHLWuCy3IsKfZzVO1wwmufw1qK2CPRml7QdwlptO59i7AWNfZ0JLKB4gV/3os65nrPe+cdVXOy6nM89ddyTRy5P1h4waxlEF6yApNbltcVycynV5NFoAMp/VxNvKZWUW0EIiyklw3CWKJlgw2suvUwISo0qjKYLELWhugyRPX7Pa8jkirUssZkeYtISy9KRGMw13ZxicLk6iGWAt8ro/M+UvsiPEDTjz31yUwjje8DW6fS1HQF+l/7TvR/F/grQogGWAGfcM454FII8ePAvwjf+9vrgno7HefKkNb/VSFEAfw2by0FfCLAgiW+hvKDjzq59xLG+3P4EGtPCHEXDzn7CeAfCSH+KvAG8JfC1/9rYBf4u2Gx1Y+SI9za1ra2tX/l9t6gsP4O8Hf+iL/9NPDTX2X7f4KvhXzl5z+DR8q+I3vPFhDn3B8VLv2pP+S7fw34a19lvN/kUXJ8D+HibRoonJ0LHD8a3Qm1DiWQtYHaoAcZOg98UtoRzzy3jk0U1WhDNFfUMYmS3BxPKJqE1+Y7zMtNMe6bn7rDOCla+u+L2nfFfvlyl/l07HUfctpIQu1WuGsaXUaIk8zL0YabsR76/LmL/PHYmM2NOkmYx5YbexPyqOFMeYjyZRlxMJ6TRQ3LnZRllbAMEF+xUNjEUe4I8jPfQ7D28IV1iED7/ZHhm3xT/iajwGFfOsEd3adxih1V8FpxEM5FghSOxkqKi7APs+mJiZbC5/+1jyBWc3+e7lzmxP3a64FME+LLABltIAucheUelDcbZOrPu5vFZA8UwgrKXT/+oOOjmJ1OwW5ecLwYsKwS9gcLJpGvgRgjKStFvPAea7OuFTnvXS8CkZ/JHUF6g3vFkLzvIdgnpkfpNj+V16oDrBNkw5K6inCGlmuKRmCTQJq5QU/7eoj1dYnOPYUqFU2QVq13rSfYzH39Kl26NnIR1nv4qgJpoQpQ3WQWJAgCAEBqD6kFSOYak3lOLZv6KC7p+FrBUX9OJCxH2ZSlSbnemdEL9burMuei6DLOC4b9FZfr/ptGQSUxuaVSAqEF2ZW/CauBxGS+58gp/z4L8zCprztkFyWmk2ACdB4lcEpiMl/gNp0IG/fba1KPYqLSYNMI2VhstBY3AYRAOF9IVyvTqolW+x10Jonnnu9u3WcSrXx0KWuLrAy6G7XPBQDmD6Nk34G9jfTU42iPLZXJ1ra2ta29r7ZdQB4fE2ajiV6HTmtVO5JZg6wtyZlHa+hhhosUahre9zaQ0aafEE8qknsT3DdewwUky1F/TiINvbiiTiO+dL7P7bFPP35oeJ9+8NqvdJeLuoMONZBVmXiRIRd4oQIVuYoNe/0lamhZjhPKOmZVhCLIq96LnmdeFc5J12qCp2eSMk45FkOSRFOVm8LJtMioU4VaI34G3lOvbEq0iIMGuENY7yUCXvGwESyqlMKknOkBn189AcC9aoQUju8f/T5zm/LiwpN/3RxN0FZyvux6bzjQ5PuLALrjUJWg7Hlv362hxjOFvB8TlQGeGyiJ4oXP7Zd74J5Z8vTeFVnk6xz35wNm9ZjswqPHXGzphzZ/JS23OpccZjPuLH1TWqn9tbw47yNq0VLorz3QpkfLGebrIbTMtB8YnPLnhp/lQC14sb7OUTThs6snAfjF1z7iu7WnKWqukMrhAhuzLH1TnSq89x+HDvvmpvPNeVpRHljkSpJ6IUA6dyT10NdLVvse3rzmQnPSNxyq2rNIt3PvyFZAai0apbMg2DSISGYa3YmodwwYgQrHtZMWjJOC3djDtF9Z7pMFjPoTvYpZmvHS6QECSEKNpl6BKyXCiJZJen3PeJYBHykL4yOTlvMqABPFYgWdpBWaspFAVpZoXiOcwyYKG7renQMXC+TUYFPlOcDW45V1QJc5VGNodnJsEuo0xpFOGpwQRNN60yiceaYB3VFEK0NyVbca63rcQUXSNxS8C7YVlNra1ra2ta19TbZNYT1mtm64s4lAlQ5VWpwQCGOpd30i3EWC+KrCDDvYRKKz0GQWQzJpEM6hD4def1qF/gEnGCQliybl+f4D/s3xK2TCe2uli/nS8oiLusvJss/J5WCjif6gQ+fK1zd0F2wW0E/nOSeNotdbkcearLNqj6EYpESFJFp5uVebOlzg3aqeqNk5mNNoxeKNAVEQNTIjQ3U+wCy91206FpcFKouVxGSOaCUwmefXSuahB6Mj0PsNe90lrxZ7vFrs8Q093zi4jj6eiOZ8qrrOd46+CMD97ohPXj6Fc4Lh9RnTqy4s1rluR3wRoTNoBgac2HBXKZ83F857r+selsVTBrVTsT9aMM6LtmcBIFEGO2xYXk8CNYlgkPrQZSctOK96vNA7YRwVfPLiNsuVr7dIZbGpxWSC4ki0mijr3hTZABZM6ujGPtr55u7rPBdP6EpJLO5yYnpcal/L+viNV/n81TXemO97KWLlcLVsD0yVgmrPR3PuoTpIt1ex213Sf6qi0DH3p55uY3ncI7lSPgLKfc1iLdlrI+jeF6RTy+Rp2dZVIheoYpw/Bqf8fQ5QjRSdU8+sLHoNzm7QZaerHt2oxiK4kV6xMCm/8cZzAOwPFozTFS8cnDKtMo6vPDrLlgqpBbZjsIXXfCkCx5eqw7kLqDNx7qVswdfUVGmontxtmbHB86/F8xo1LdAvv0J04zrN04fheH0dw59K4WsX9ca1F/MV9ZO7QQTM94uAl68W2iLPJpCm1DuBGiWVPnJTgmocI3VEela1488/MILP8c7t0RoJHxt7rBeQrW1ta1t732y7gDw+1qoR4juPbSqJZxXNIGX+VGfTBT7VmF6MzhSqsm2nb3rpow3dT9DdiKiALOhXPNm7Yide0qSKnqqobMy58SiST10+wUXRRQlLN6m5sTdhWfs87exAUPQjqBRyoXBBVyQflKwWKeWndyiB8ppu86nSCoQOinnnoLuCZhDQNr2aNNKM8wJx2zG78B6y05L4qQUO0A86DL6kWB16D7AZGdQi5Ngd5BeGZObncfV8BsrxzaM7fPfg81yPFuzLwMiKwOI4NhKF5Ubsaz6vVfs8WPaR0pFFGjcqmNZBN0M5v7+lz5+rlcTueO9P9GuWOxH9UcH17pJhiCR6cUUiNbWNOF4OeO3la6DXcDWHSyym4zDCQWrb/pHaKK53Znxm6ms2mdLs9n0hwXQlZ7KPMYKoUG13+JrwsOn6GoywcC3QAl+aHr8dah4vpCeULuZjXc+6VztFRzUsqpTZIqOT15S17y2p69wTPDp/3dYWzQXWCfK4IZKWnXRFtuO/cJbVnJ336Xw+Q3c8O2/L7pw6Ji84Ji8IwJJcBQoQG3RSBK33KwPrs6q9929yiDNNU0VoHa6jcOSy4bTuU5iEo2TGd9/2vT7HqxF35iP2OwuudWdc6/pzcb7X5c3LMeVljo2dj2pDvUXWgUZFQ7Twkftaxjg7r3ECZOORUGt6luRkjhnlVDdHqP2PUMey/d3prkI4kJHv8HdSINZKizsdkrMrcC6gz1ygJoJ6lHrZ6X5CNKtQ9ToK2tSGnAw1pPV4w4Rq+O70Ur9bnej/f7PHdgHZ2ta2trX304T9+ltBtgvI1ra2ta29U9vWQB4/c2vW2tISTRqq3QwbvzW1YGNB0/dhcLzULaOpC2FuGUjtdBeSEKMmUjNpOjyZXzDVOb918mzbSDjqrPjg7gMiYTlMZ3RUzUVI6Xw6vsGJG0Cm0XGMCg1yt3aukLuO870uizJFTHJksW5ohHocqCtCoXmtc6FrxYOLAdf2pux2l6y5KeeznHGvQEnLhXDMuhkupIFkoQJ019Ol6I5EhoYxHMiLmMIm9GXJdRW352luG17VGff0mK6sONW+APylxSGTZU6kDHWj0FoRXwTRqNRhYwsC4pmk3jXc3PfY1Sd6E/pRxSAuiYShCp1zkyZn0WTcL/ocn41wsUWVAf6ZeGoZocEMLDI2RCHXd7M7ZSdZ8upij/uLAfudBb1AlXJ3MsJcehZknIfy+pO7KeRXQ1CFbEkd71S7/H71JM90zniz3iOVDYeR33BqOhQmxjqBqRVLm2ECdY2spIevCn/N1rDb/Axm85SXq310FZF0GvLUp0SF8KmmeuRTadFKtLBmbQW65zaCVXmgpJmKINvs03DC0sKCk6XFxJ4YU0pHnPo0FngAyEk54Ho+4cXpNfayJTuJT/UdZTOkcHzm/nXG3RW7+TLMQaKk9Vopzu93DdFtgQgryK681smahkXWBicEzSAmXmqaNQHjKEdNVugbA2wkMKnExSE156DuSyIF8dJglGjT0bJxMBogG4usDSaPWlbt9HRJddj1sF9oobpKW1SliJaGZFIjS9NCfIG3iF+9U9umsLa2ta1tbWtfm20XkMfHhHHoAB0sR8qT0DmIV5ZoolsZ13WxWphNQQ5Cs9+sIup5ym8TK+qg3PbaYpejfMaV7pKKhm/cPSYKocuNdIIUlsZGFDZhqjdasv2k4l7w9kVksWvKDyfYSQtudKZUJuJ8t8vxzHv4kwd9hASTRkTLUAxcMztoiUoskyLQlgcIapQaLuZdlLRI6RiMN9HJYpGjL1KE8cqIwtAq3jVdsHs1ry72+P3Okyztff6g8ho1f1Bc53g14i/sf5pMNPz29Hl/LqY7Lby5mPp5iNyf1O6b0kuyxt5TVqOabqDNSKRpFf7ul0NOVh6E8NrZLvVFDsIhS0l+Jb1ULkBiEYAea4RydLsV48xDnk/LHqnU3OhM6MUVr0z2OJ96UEEzSyGziJX0kZz/mN4dRz3wjXGy45Ul19f4mzpvcGt4yYke8qnlbYYR/Pz9b/XXpMoxVlI3CiEd9iyFQFZpU0s8VyRzr6y4oSsHZyS6EvQ+l9L0U5qA1i5uGaKdEn3YII5jH1mse0IjR3YqUaWHyq7BH9JAk4KNnC80202EKpw/pmgpEMIRRRYTiuidyA9wdzWmEzV87vwaVeMfA9eHUyJp2esvOZ93uX/XQ2FFYlGxxeUGY6FzLFt4sjD+2LJzPyediTaKL67lCOuICotJFYQagckiRDfFZB5im15VLc2JKhqwGfG88aGZpaUrEdqhd7qIxuIiiY0V0TKcEGO8Vohca4MEeppM+ihbK7pfnODyhGYU9EAuKqL7X6l597XbNgLZ2ta2trWtfW22XUAeL4vKQFmQK2zkc9JNRxIJqIMKn1WCzkmJySJsKknPvVcsjMUMUqKVwUbSRyTBnTzKZ/RUzSuLPZ7pnfOh3j3iID1X2IRPTZ/kpOhzPBnSlBG9vh+zaiLcKoJagtrcbV++e8CXBdy+dk4SvPlh7rdZdHP0IkY4n+OWRqA7fluVa77xxjG7yZJX5rucL4Nr7QABq2mGWES4xJLslO3+VFA+XEMc2zz9uaOILc/3HzBUBb+3epp/erYh8vzQ8D4WyefLm7wR6EL2OwtmxR5VEUMtUbMNTFZ3vWe6eAL0SJNEhvPCz/FLdw6Jc02zijxZXxlUEUtJshQgwcaOct+0YkhCrcNFycHBlHFeMAswXusE//fJLW4OptRWMS9T9FpLvdfgHJhaohvV1hds5GlCTCKISohmkmUYLxGGjqzJZMO1ZMp502NS+QgrloZVE+o8WhKtJK5eRyCOOjQBNn3XKhJefNSiUkOvt2L1rQ1NGXladyA9U5RxQtTV1Dedvz+COenAxf8fgkYdGvdk4wkJHyYItEqgquDtW4k1wkdJwKv5LrfGV8zrlFR5CPgVPnR55XgfayRxpoljTTb2JypSFikcVWSoSGn6G6XFaOVFsFqteu1aeYBoZbGJQBiH6WwiEBf56xvPGqJ5BVIiq6AQWmqy4yUuVQjjiGcrVk/v+GNJBfnJCiIxZn4AACAASURBVHX/ArczQIX6ir/XYpKzgsQYhLaYnj9Bi9tdhHXEc43LE1ysUKWP1GXVQKBCecf2kDjW15M91gvI1ra2ta29H7btA3ncTEA9CARtEuKlpRoqdC5IFcTFWpjHEU1LTN4D41gdec8lmWlPF10bzGjTrAZwWXU5dz0KHfPKYo+F3ngx91dD7sxGzBYZplbYMmJaeC+ps1uQ7q6olgmUinzPc2oI4SjmGW+e7WBmCSLX9Abe+1OxwVgvDesRKz5XD/DM3iXfsfMlviG9R7GT8unCN779s9NnOciXPCh6vH5vH6E2OXAAe1BRixSkoB4IVMjFRyWYSvGhzj0+EJ/SuIgPDLxo5HP5A0aq4LgZ8UpxwEfHdwHQTnFZdjgphohKYvYaXOPd4dqph+o2jjTZiEjNswz5+R4qh2ZHIwNKLJkJogXMX2gYHc55enzJtdyjn+ZNxhevDjg9HaKtZFZlTJY+KnBOoJTlC3ePEMqRZQ1Jz9db6lkKK4nU/ljXOXovyuQRaToD3bP0Q0PjhelxvBxzrx6Ty5qFSfmuw5cBMEhenF7jc59/EnJDs6NJT8JPKQh/6V6gYu94t1SOaj5w/QF/YnjMOF5yWg/4/OQaAK8+2ENcpdhwDpwAuQohxVCjjyp0pcjuRW+RyFW1D1Y82s1RDwLli/CNfk55kkkhBGus0XKWMe+mSOG4czlmf7Cgl/provsSbSTLiw6NTZFBkKtZNysCah4hq418ro025KCdU0O80O13o0mJ6Qcad+NQTWjuM45mmHop3KSDqnyUD6E+YoKgVGmQb57gpI9AhAV1VUCv42sgqWplGaR22K6X/NW9GBMoidKpp3ePTxfYQYbJopZWxaaKKHkXH4Hu628FeXwXkK1tbWtbex9tG4E8RmZjQZMHr3ZhA75coGpPsrimnI5nGj3KqQcRNt6gXNTK0PR8XQS8h7UsfCTypWaf/cGC/XzJZZnz6VeeaPc72l2y310wSEtiZUikwYbE9UXRpdKKYafk/KpHHHm/8N+49gajuOCs7nG66jOtM2YrHwlZI5D9BlYZq2tBtSYNgj1W0jjFjWjGSDo6IvQ9DMbsJQs+0HvAN4xPqG3Ei5dHADw4HxDnGi1SrALTd7jdcMyFIOnVdGTFUGq+Jb3DvvJ0FhPb4UwPeGl5jVvZJdeTKwBeWl2n0hFxpqlyhVS2/SXZRGJDfUFrSRY3LWXJRdJlFQBqopKw46MFe10TZTV/9uh1PtZ/nf1oTh3c7i+sbvDyZJ/OYMWiSJnZDCnDdYwNo86KLGmom4ii2Ah8UUrILUwjVLWpF3gKDocwApkDkeMg9wJD9+sRL82P0E5S6JiPjd/kIPHn4rQeUJoIehohHc56wScAVfs+CU/DQVuzSFLNx8Zv8uH8LrHQXI8nDCMf+o2Sks+q6zRlhMo0Zpki1gJVyhIlBq0c5aFoBb+ipaTpgc2tLxFJ1+bg47mPVnXXy/s6J6h6AckkHaeTPjd2JvQ7Jffu77S1pTjTxJEhH5eUiwQ795G1LILHnlnilY/Y1Jqq3XkCyHgJ0dIgS9MiqqrDTqCaF+RvTHG5j8SrvRzd9b0ZwjnKveSh3hFHvAgCYkpgnr7e9oHYWLB6auylaRuLMJb0aq137JCrGj3IqEYb0ahoYah2YnQ+Ip5rZGM3kg3OYuN3h8rkvW4kFEL8SeB3gX/fOfeL4bMfAP6r8JX/xjn3s19ljO/Cy4J/rxDiB4H/DrgHxMAXgL/inCseZV7v0tnb2ta2trWvbxP27b0eeVwhFF7W9v966LMdvEz4twHfCvwtIcT4EYf+BefcR5xzHwJq4BOPOrfHNgLBQe/EJ2pNLCj2PDrICX8R116OTSRR0RAtDVFp2shEGEu0MpRdhbDQOzYUwSm8vXuJxHFvPuSJ/oTRM3c4zLx3mquGykZMm5zSxEyqjEgGNFigJddWoiLbihcBHCQznslOafqKS93ji0tPb/3i+RHWCsrEUC9jkjsp5tAfV2Uivlwc8En1FB9K71E473WflT0uqi63OpfsxktWNmEn847FZdZB1xFmoHFKEc9ki+oCnzN/rTpAYVHC8XLl5/HS8hovTQ54YXRKX5W8Vu4D8P+c32IZhKxEqZDTCFn5E2U6Dhv7fD3G96l8cODVewZxycuhEztShqf6Ho//bcNXeS49YSRXSOF4vdnly2EOZ3WfD+/e58Gqj3aSl0/2MW94VFd9UNNJakbZiiZRJLFmEejc40NNmjQsuylFlNO5t+4PEiRBilWVIErJrA7wpg5czydUNuL+asjCpLx0+QE/j1WXN+/t4mqFXCoiA1loJ6j7HpmUzJ1nEKhCBKssSli+XB1yWntp4GnjQ7BIGq6Pp7x+dx9jJbKW2G6oWixiTJl6Tz5xuHX0mcvQlS/wNIsPPZxEoHePLdZKqjpqCSnzsQ+VVk3CKFuRXdNttDufdNCRIUoMWa9GhjqcNoq6iENtS5HMNjWQtZiViWF1GNO9Z1uUUz3KMImgc7/CDjJsshZ28xmB7M4U20kwcael2E+uShCC8iBDdxRxJH1dBXy04CC+XCG0RSxL6ltrhJYimkJ8ugDXRQd2CZNK35vSgAw1mHjmoxa1rJHna1qCd27vIQrrrwP/C/AnH/rszwC/5py7BBBC/BrwPcDPvWVOQnwP8JNAAfzOHza4ECICusDVo05sG4FsbWtb29o7NUeQU3wbL9gTQvzeQ68f+qOGFULcAP4i8D98xZ9uAHceen83fPbwthnw94E/D3wLcPQVY3xCCPEZfBprB/jlRz3sxzYCEQ5WO97jsZFH3qRT1+Lj5094D0U2DnEtIj83qEWDCF2v1WEHp3yHbzJtOP8TGVkQ5amNIpKWblLxQv+Ea8mk3e/9esSX5/vcmw9ptEIb2ebp6zqiWcWwUNDT9Lvew3tQ9mmc5NnOGbEwZLIhCS7efJEhhENFFpzvAXHar/vfe+PzfKzzKkub8kvTj2KCP1BbxfFswJcv9jgK9OS90AF+a+eKNy/H2POUaCnRfUu08NtFBRTzlF8/e57fEB+g1BEXobdketajM14x2l9x3vT45MVtAN68sweVgsS7X9FStJ6YqgTxwnMl4QRVE/HRzhsA/Mfjf058w5+XvpSkBO9UCBpneWAML9aHfLk65HfOnwV8F/VRNuP5wSkLnbDcTTiL/fU6HMzpJxVvTkf00pqP7t+jMv72fmMxZlLkxLFBDxqqZej1mMN810cMQnuk2NW610MYnssfMDUdelHN/XLAF04P2usolIPY4qQkWm7kZXXHe//JfCP4BD7Kmuqcykb801efx7zebdF01564ZJit6I5WLGcZZqBJgwSxMRLxRofsHIobgcId39kfz0E0ApsEROG6S10DOKKlpNYKY2Q7j7qO+OjNe2gnqY1ilJbc6nvH0+5LJnXGa2e7rK4y8vGmd0hIR9yvqa1Ad6XvP4E29x8HtF25lxAVtv2bMLA6SEnmppWWzq4aoqXGDDJMJya9LNvoxOQxOt8gBqNCE536e9jFEbabgpSsbvVwckA8bcLfJC5VyIspibWo0l/H5c0ONvI9KWpeUh90qYK0Lgcp6TCDN3hX7BGK6OfOuY+9ze/+JPCjzjkrhPiqX/4KewF4zTn3MoAQ4h8CDy9Wv+Cc+xHhB/4p4G8AP/EoO9hGIFvb2ta29m6Ye5uvP8aEED8shPhMeF0HPgb8vBDideDfA/6uEOL78VHDEw9tejN89ujTds7ho4/veNRtH9sIRJWmFZLRHR99eIy+l7dd4+nr3COz5k9ErHZ7RNXGm0umGhs7qnGMk7TStI1VLOuUbzt4nZVNeL3cY2G8V/vF6QGvP9hDL2JkpkGArfzOkn4NRhAtJWbg+NiBj0BvZld8YXHEr9z7MKsmZrezbFlhVWSpH+TYSpIugmRpQLPcTC55Pr7i2OS8tDjiQeFZfw87C7758C7nZY8Hyz7LKsEGVM/t3UsGeclF0yOeeUTaGrFiFYhpzHnR5ag752Q6YDX1+fF8VPKx63eoTMTn5td49djXQERkcSuFuopahNC6S1lYyC4c9dBHJWdnQ+pn/bnoSzhQXSQSi6Vy3pN8YGpeaUbcaXb57PIJrJNclr5TWqclhd4lizRnqy6NUeQhKmys4lo+QztJIg2NVSy0vyZ3H4wRJxkmdUgt0L212JD06KkgyaoKycml5yB7sXudTlRxXvZIlOFk2WfcDQ0zXbh/PsQtfQ3JZI56FJifK3/v6Mx3+weSYYpVypvFDtr6iLQeGkQQjbp/Z4fLUUmaBFSXo2XPzbsVqxsly+vgrPDRHgHhFUB5LvJIspZl2EF2aVErRVNFfrsgabwzKOhENYfpjM9Nr/PK1S7dxEenO1nBIK54av+Ck6zfog7zrGnFuc4caJXgJn5+Ublht57fkKRTEKMNs24yszRdCUK1SKviIKZ31yICkgtAzf2b8mYPrKP70gUujXBJhN73PGmyNtQ7qWflxdc2VYhcnPA9JKquceM+6oHPCphnur4epATl9T5NT7XXJC4sureJdt6JvVuNhM65n8JHA2t7qt2HED8D/Ipz7n8LRfT/9qHC+XcDP/YVw70E3BZCPOOcewX4y3/Mrj8OvPKo831sF5CtbW1rW3vfzLn3VVDKOXcphPhx4F+Ej/72uqD+0HfKUF/5VSFEAfw20H/oK58QQnwcn4m6C/zgo87jsV1AbCTbKAO8V2gj/+pMNctrSfgeEJBZTtFKXHYeGK870AiMEr6OEsb68Pg+B8mcjqy5Xw/57OQmX77r8+MqMdw6uMDtC270pjyRX2EDl9P9csjd5ZDoKcuDeZ/rmfeS/nT/83y890V+t/8cv3byAufLLnlg1h11V5wNI+wyouoBqeHo0LuaO2qBBUay4oev/zon2pMwnek+TyenWCSfLp7kc7MbFNpHLTtpwd3JCGGhGXgupXixPmdgu4YP757wTOeMj4zutpEQeC6wV5b7vHa2y97OHIA8abgrx1iTElUCnM/Pgz+vy+u+I9opx+7+jPOgI/Kbqye4HZ+hMJyYIXdqj6Z5eXXIb9x9jkFe0o1rzosuq8rP/aCz4Ln+GXeKMVfLzlvqS4O0ZBQXPLt3ikHwxmqXIjAEfPDmCfV1xemix/Ssj1iu8+0+IrExxLOguxLSzK9Nd5gscpSyVGXMN926x3M935XfOMVL6SEvmSPsXGE6lip0UqcXgvgKVvu+Iz32p4likWCd4Fbnilu3r3h9f4fjRWBcnnappim1TBELRTaRlKEcunNYcHhwSqYaahNxv/C//+PuiKIbTrR0OOWY3w5d2Y2HYZkUbKNwtUSFrvLdzpKFTnmmU/FtO6/zxeSQz55cB+DeyZjRzpLD3pxndy7I9v02uWo8S3TV5UJ1cZb2x2BSh+s56h2QtUD3BCrAFZM5xAtBtHJI7VCBL6waSMrdhM6xRhUNclnhMn+tVGGIiga92wMpENog1h3sVYOTOSYTpGcrVD/BhD4OJ/G8WuMhxe0BTvhzG60cNhae+Tf292cyC3LVHUXde+S6wh9t7/H64Zz7wa94/9PAT3+Vbf4JvhbylZ//DPAz73ROj+0CsrWtbW1r76dtO9EfI3NSkM78FS1HPoIYvFFRHCXU/YcYWUMPgGx87l4GPpumK5E6Ipk2JFPH5JlOmxOuQxL1S8UhidR0ooanb5wBcKt3xc1sQiYbhqrgMJ6ShKLASTbkfndEYRLuZGNkcFm6ouHpqGS3/1k+mN3jC+UN7lUhmij7nJ4NkCuFk45sr2AYNDBKF/PJ8hZdWfFCfEpfeuTOcTMiEw0HasGoV/BM+oC59aiU18s9/iXXMQc1upHIQmE6odM3NyT9mmvZlKdS721fGl9XuV+PuFuOOC4GfPDoAc/1/fEWJqZsYi6OM+IlYD0PFHiv3sahx8IKdvKC88b/8cXldV6bfzvWCablRjNlvsxozjNmckB8pbCxQ499NJYdalLhEWq9rGK2ytraztmix73eiGG0oqdKjtIZqyCq8UL/hJVNeCXe48UyoS58TUVVAp07hBWEpnCSxO9rmK0wIXJMYs0gLlvVxMpGRML6jv7U65a4oAeyRpy5yEddJtThnIXb3Qu+f/T77KiC+W7Cy7VHVf7u7Bm+OD3gtS8f4RJH/VRJFBQIax1R6JhEaiJpyIOeR5QYTCkwfYOoPCrKruVshFcMjJeg5xFCBhQfsJcuiaThC4sjnu894PneA5Lr/v48Lgbcmwx5+fiAvfGCJwY+QrZOcFL0uVp1UNISTSJU6PVp+hvElax8HWZdA0sW/vh7dyuwDqdCbcQonASbKGyscIMUG4l27jZOUJWl6Ue+jnLh72uhLfFSUw9jTB6TnMyprvtIw0iJTWPfiT5UbTTQu1vRhEhNatfOFSAqDCZ9lx6BjpZt+OvJHtsFZGtb29rW3lf7+ls/Ht8FRNhNz0fn1CGNwwlBemVoeqpFW+WXjmhp0F2F1I7kyqNB5rczdO61HsDXR3RQE/z905u8ku0yqzI+vHvCc/0z8iASHQd978YpHjRD5jajL324U7qYi7rHwiTUNuJTk1sAPJme80Jyn45seCK+Ylctuch8/8Un1bM8uN5jMsqJlGWQliSBTnZqOpzpPqf1gItOj6PYe4xT3eH3Vk9xM778f9l7sxjbkuw874uIPZ855zvfGnuonshutU2ZlOlBhCRIFixLsEwDAgzYggzSb4Yl+EEGDAE25BcbEAWYMCjAetGLLZuQCJMyKLFJocke2NVDddd86w55c84z7zki/BBxTt5qdzeruqsHXp4fSGTmzj3E2UPutWL96/+JhMYgSUSzHl8/LalbRTlJMKlG1FfzyEJaCh3ySnGT1iremDu21beO96lPU25/6IQP9U7Y8YWTb9UHVK3CXi/JByHBRIHPClb9IDqCaOzYUblvZDjK+9w72sG0irhbUZ27LEQWyvVYtK5Goa7nK7M/Wit5VI54+eQGs7MOUb8m8HpiYaD54sPb3B+O6EUVHx885lriakWTJuO87nBRZrS1QtZX47PKZZ9WuR6WvvdheaZ7yQv9MwodsmgSzssOv/f2c26MyiCEpZrGhLUgvgATr/SaXK9GegLVSKynNcJeze34kqEs2JaGXVlyoO4B8Gx4ypeyZ3m5O2HRxiSqWddv7k9HfPONG3S2c7SRK2kt2sMO0gBGIIxANIL+O6yvY5s6h0mUBS3WQrGlDhmolgfzEadFlxf6ZwxD1wYed1v6UcVJ3uVs1uX0zN2ftlIkWwVKGsfK62mUZ4lZ5fpNookgHkP/frPusaq7gv79BllqVF6ju6tMwHmaF/sJOpJEc+0663F6Wqo2hKcLmt6QJpPEJ777vpugZhVxa5xbIRA/dj0i5taAtheiitb1dvksqNiN0JHLxuJxQzCv19paOgvXyrwfBDZTWBtssMEGG3xf+FGysH5S8NS+QKwSa33+zuOSphfS9ANkZZzT2cL3WTQWnUiiWYuVgmrLs7OUd+zLFFVf0fQgyVyW0Y0rGqPYSnNCqZEYCh9ZnzQJr093MQhOpz3aVrI7dNF6FtbcP9vCWsH2YMm1rouefnv8ET6vnuNOesGWWnIQTtlWjnf/YnrMV4MbhF3NMC4p22Dtaw2QiJbPHT3H+VaXnx06v4pMVXzu/AUu8g77nTmBNGtPja6qXI/HxQDl+1S0vw3ULKAOI06rHq1RvHaxy3Lp+kB0pbCx4UZnSldVHNUDAN6Y7lI3AWmnZtm4OW1finFsLOE0sXRsSYJ2Pe55E2NqRdSt0a2ExIWMWjoP7sGW62X5SOeYzO8wNzFH9YC7o0vO4pqzSZdy6c57ltQcjGYsqpiiCXlD7a0ztTfGO1xedMEI1Hm47lcJ546xpDxDbxW1AkifPtUmoBuWTOoEPfX3RqfBthK1dHPtzcBlHOA0sIqdlWKu6y8B6HYqYtnwan3A68KwrRZsSxf5D1XJZ9K3aazilcV1nsnOWfgNSx1wqQeEgaajasbzzO/bO1Na10WvM0O5LdefyyjQKZC12EbSXrj9vd3b4hM7j7ndG/PN830Ox0NujFzmGkhDolru9MZcy+acFK5edbHo0DSKKNYwLCjziDZfMb5cH4yVAhN5hQf/f1RY9/yYMMbKBOl15lRpUMuVnC9r33T3u0CWmvJW3/ePsPYwj08WNKMUVbbO12OvRzhxxaug0M4bXlvC3BDk7mKWWyFWCawSBNMSk4RYz5gLL3KEvqq//UD4Iavx/qTix9KJLoR4Rwjxdd9t+SW/7K8JIV4RQhghxGeeWPfPCiG+7Nf/shDi3/1xjHmDDTbY4LvBNRLa9/T1NOHHmYH8O9ba8yd+/wbwV4D/9dvWOwf+krX2sRDiY8Bv8m2iYRtssMEGP3ZsPNF/fLDWfgvg2wXDrLVfeeLXV4BUCBFba6vvtb8n5yPrrRiVa+KLJfVWQvw4R+Y+hZaSar9D3Q+wAsKlS33jKbSZk7pILlpkFVL7hrZRXLCbLFi2EV86uYXWkrxw0xs6D13hUlhspRCx5uTcUQ1VaNC1Is4axvOMO30nYhfLlt8/vstvly9itOCl68f81NDJnGgrMVZwvuxw4ZvqkshNYX160GUrWPCx7WPyNuKt0jUzXjYdIqkp6pA38l3qMuCV2FFGD4YzyibEniSY0ICCaOylVsaw7EgmdUo3qJnPUsLETTttDRZc781IVMPnL5/hIndF/pNHI0Sksa0kGAdEU4FdMTINRFPXYJbfsEgsmScbdMKarb05k0lGEGlu37gAXJPm3eSCm9ElB8GERDTMjZt++cPiLqdVjyxoGKU5RROsaqlspTkH6ZxZnDCrY14726XyMvNR3NAbFMynKUJfNU7K1lGOo2OoRtCmlsuFmyL6sr5F2YRUTUASNWRRw/Ztd73KOqTVkqpSiNYiS0HrZ0I6xxYdCXQCJr4yXoqU5kG1zcv1bT7/+C473QV3vYT9fjznxeSYriqJZcu35teYeFn5SGo+/pEHSGGpjSLypIHDWwHqNFqLGspGUA1X97wztTKhE96UucJ6wcVlEfPqeJ/r3Rl73QUPLkdrWRrGEWKroj8o2M6WhH4KsJ+W6FhStYp8moKA3kOxPoeL29B2XKFaGOgeuXtmuafQkTsHTSbXFgrVMMAEGd3XLqluDhDaIiv3t+WNlKaTOKvpwhlGycLbMvQSkAKrJDZcmVy5ZzI6mdNuddCZm6ZeISgNdU8gjKUdJLSJIvJy7s12tj7uB4GnLbt4L/hxiSla4Lf8lNR3lTL+DviPgD/8bi8PIcTfXEkkN/XyAxnoBhtssMEfifcqpPiUvWN+XBnIz1prD4UQe8C/EEK8aq393PfaQAjxEs6V6xe+2zrW2l8FfhWgu33LtpmPUkJL3Dot/uThFIoShPub3uljpaDpCJpMUPe9KF4NQW5outIV+CToiYtoT7e6ZEHN0bKPFJZlFdJ6+8+g27A9XNCJKiKludWZUGgXJb093ealrWMi2fLWfIdR5Iqon+g+ZDea8y8ef5jT0wHfeHR9LSveaMVkmVKVIaaVkAc0fRfWTtuUjySH/JWdLzPRGXNfeB0EBT/du0+1HXJUDzgsh7x+6aLM43EfrSXp3RlFHmHmIW3Hi0QOLRjBRd7hxf1T/uOPn5HIK/pvYxX3iy1ef7yPLl3Wkm4VCGEpFvFa0mMlZWFbaIxv0PSR8ofTxwB8tvs2D+stShuyH0y5Ebro/kAtyHwBe2oCDvWAh7Xz3L1fbHNedmiNZFKmbGU52itBdsOaWZNQG0UWNHx8/3gtIRNITW0CjtMeR2pA4Yvh7saCpitd45+0lJfuvFc6Q1YCM2wxWnBjMOVOx2UMxkoO8wGvzG+ghSVYBlRe0u50W2CFRdWC+BI81wClFSdVj9Oix/yox0x1uVc5CZHerRlfGdzkM6MHXE8m9MOSQeiu5Va05MXkmI6sWJp4nWX+a/ks79hdwKK8lP4qAM57EdkD5bKtsxBhwey6YvNOf0HRhLx5uc3N/pSP7p9Qa3ctJ3spF/MOszdGTJIBZCvXKPct7vh0qpQsnvHHFCBbgShdFrfK7sAJdZYjgaos0UxTbHvhQwXRDChKhO4jK72m1goLJhKkpxXBrEJMF+hd11QrixpZgI0ChLYE85q2456tdpTRZgEmEKSPZoiZCyCrP3UTYUDHguX1GFVZlM9Qyp3wqrnwB8aPVgvrJwU/lgzEWnvov58C/xRnyfhdIYS46df7G15VcoMNNtjgJwvv3VDqqcGPPAMRQnQAaa2d+59/Afjvv8f6Q+CfA3/HWvuv3/OBDGvZ5zYRiL4iWIa0vRgr+yg/ryrrljZztpcmgNgxaymHAh1KJzqYOumFYMs1mS2riNOiy8msx09ff0Rnr2YrchHPTjgnEQ0aSWVCYtmgfHXts4N7dGTFXKeclP31NvvhlDvROc89e8r0jsskVg13by12Obnok6Q1UagZ1z2S1EWCmaqZ6IyhyrkejHnbuOg01xEvJkdsqwUfTRSnWZ9ryR0Afu/4WZLAieNJYTFZvRZMrOoA3Sru9Me8kJ7QU+U6q2lswEnT57LqEEYtkZdRH2QlgdIc1QFtqKBmLStuFTRdiCYQLASTOqHvNWQ+Gp3y8eiExgqkgNDn9pEQaOBSB3y5vMMX5s+srV8jqemHFedlRigNsypZ29ZqIynbgMm0w43dMTeyKcaHzvMmoWwDhLCuSVFZPz4nY2JDiywkSLDe5OnGwZi9bIEUlrOiw53O5fo8haJlJ1myvTfj4t4IHTkaLYANLaIRICC/xlryQ2tJqUOWTUSym1MuYojdsebjjNcuOiQvtHx6+IBU1lTSPZrXIieL01MFmazII28fLCwy0CCg0ynRRjrjKJytbrkfO2mRmUBWoD/krted3phSh7z88AbztGQgyjW9+nowYyddMh7MWVQx2jeERsrJ48/nKXIcYlKD3HGzyG0eYLSgjgXBTFF3YXbLfVEz2wAAIABJREFUjV37GlC+rwhy+y7L16ar4MMHRJOK4iBFRz6WFRBfttTDiHoUAT2Mz06CwhDOG0woaROFygXB4koTXkYKYQU2DmnvuIxbR65OIxsQxjixz8TPPsTiXYKrPxDsD9XS9icWP44MZB/4PSHEV4EvAP/cWvv/CCH+QyHEI+BncPLDv+nX/2XgeeDvPmG0svdjGPcGG2ywwXfHJgP54cNa+zbwye+w/J/ipqm+ffnfA/7e+z6OcuZRK6jaYgPJ4kaMjiDxhjhWuPXimaHqS5r0ahthISgt0VTT9ELIXNT14tY5tVH8pWe/wYvpMbvBHOmzjNKGPG5GLHTCYTWkNYrdyGl6Z6rmqB6iMIyinJPKSXN/TdzmTnxOT5Z0ZEUYtTTWjS+RDd/M9tf3ncpa9npuork0Ib8z/TCRbNfy8gDjNuMPFs9zK75Yy6jcjZ34YXBNc2+5wxfeuoNdhqhhtRbaa6oALOwmc3I/3/7O0tUfaq2YVCnHl33+zbvvcDd1rKnKhnzh/DamlchCEizEet7fhNaxf6wknsCj8ZCHB062vScLFJbaKiYmW3/e3ERMdMZp3edbswMeTIcE3shrUcQkUcN8lhJELvpuvcHS3v6CRDW8ozRlE3JvsUXe+JrVpOfWE2BKRTj1TXCVMxMTBlQBbSbov+TO7Wd2HnAjntBYxbybcFgM+eqpq1nEQUs3rrBWQK+lDS1qtc+Fy1plA23HroumRRmyEy35WO8x8pqhMQGPK3eivn55nbNpl4sy4618l7yNuJ665r7DasTL81v0g5JQGro+g4uUJkpa6jJgdtFxRlOrCDiwBIVEapeNqAgifw5rHbCfzPgzzxa8cnGNw7MRyjO74qhl1MnZTnKuZfO1rXJtAu7PRkxKhQgsslcTeNFJPQvXUjjxhWNirWTbTSSQtTN0M4EgnroxqMZSdyU6DpHaYkJJ3fPNnbklKDR1LBGta/J9MrLPryVgXU3FSonuemOraUX0+mP0jV2afoz01tTRwrA4cOuMvnyJHqbUA5/FOZfoDw5P17vhPeEnhsa7wQYbbPDHGcL8yZvDempfIEI/EV347013JQAnqHt+HjR089XphSa5NMQTF1lVw4ByJL0BjROmS30UN4gKbieX7IRzJJalide1gjfKA3778AUipblcZNTHGdG+Y1slccPsYZ/B7Sl73QVnSycV8TV5nboJeHHnjEQ13E0vuBE7VpLEMswKDo9H5K0EZVDSR+Q6ptAhn3vnOYS0/PT1RwAc5z2OJgPKZYRUhu3Rgk/uOvbTTrRACoNtJaIRhK9ma0vbtILypYJCh3x5eoc/eP0Z8IZN6esxxYHhuY8e8lP9B1z3wo0nzYDddNuZSgWWeltDuvK0tdhaEV1ITABVEfLFmXPo/KdHn+LhxYgg0FRltGa4iV6DXQbIXDkTsNDJdgDIj8wxRmLmEeHBgqZRGH01C/t854w72SXndZdXJ3s0nl10c3tM0URcLjIaC62/9p1zRdt1UiCdS8u8K8i8vWssW+Y6YdJkFCbk4WLI7Nzr1CvLxUWISYz7rI2rNYDb10oSJTsRVK4FiOpeh/hDLZ9IHzCUOUoY5h13z3y2d49Xi2u8tdxd31/GX5TGKh7nA/7lt15i7+4lu5nLkJZNRDFOCCYB+y/D9NkrSfqggHLLiTrK1snp1607F6+e7yF3LR/pHZHuNXzR3mZWuHHMj3rMs5SLfod+WrKTuhrdookomoC4XzkZFwuVl5CxEpIzSdu1IKDcdSZS4KRchLWEC1ANtD67twHEM00bS4wSqNoQLXwWM25Rs4p2P0ZEEM5bgtw9kypvaLMuwkCwbBDW+joJtJ2AsB8jWkP8eEp1c7B+vk0IWkO706HpBFQjdy6C3HxwzCnLn8hGwh9XH8gGG2ywwVMDwXuTMXm/zYZCiJ8XQkyfqP/+3Sf+9ueEEK8JId4UQvyd97Cvu0KIb3yH/X5NCPH/fj+15ac3A7GWZOxCwWJHUfck0UyTnrc0XbXmf9ddSZsK2kQQLcza2CaetDRdL0vtxRQDH8WdFD2ey04Ztx1ent4C4PHShZqXiwxtJIHSVJMY1QrqsYvw4v0W2QqmhwPmvZTtkYsmG6OYjzO+/OhZ6Gp+P77LR68fA7CTLMjCmjBp0Y3EVAGRcp8rkzWLJiZNaqaX3fVnt1bQNN5UR8DlrMO/nL4IwEdvHNFaiTWCYCmJL50AIEA5EphGYqykNgoVa/SFYzkVz9f0t5b81NYh+8GU0rsXHdUDaq0wixASg0xajK9LCGXBOFG/aObEKI8LV/c5nvWpLxPsZYBQFhm7MQTvJERTFz2DM0Yqd9zPvdQJQZ6GDcsqQkiL9FlhqQMqE7ATLtgPZ7yYndB4io22koumw9fC6xTdiHzgxj7vpghl0csQnbhHIVYu2j2p+rw23uPo0Yh46GpfW/uOoldUIYUFOQ2IjyKqHbO28fWut9R9l7UavzwoQFtBbmIi0ZJRM5QuZciiY3aDGaNwyUXTQ2L46sSp9WzFOdMyxYaGWZ4Q+mt/OumhFgGqEJz/lCvOmsgzvhJIz9zxm747/ysGWRo1HOU9numccyu5ZHQjZ+bb6M+vdzjOezw420JryTR3921VhXSyin5acjnroAKD9XUP0Qhq3wHfZu7Yqwysc2Tcc2adqsNqQiA7qoneOmHx6ZsgBOGsxUrfz9FRtJ0edc/Vp8I51EOvKCAEqjS0qaQeRkTTK1HRpqtQtYFAIpOIuu9ravvO2jeeuZmHtqPQXnrf2T18kJa2P7QiyO9aa//ikwuEEAr4FeDP4vzMvyiE+HVr7Te/n/0KIf4H4JeA/+79DOypfYFssMEGG/xI8aNlWH0WeNOTkhBC/BPgLwPveoEIIT7NlW/6b32nHQmnH9UD3ny/g3hqXyAmEARe10qMFOHCEC41Vgg695fI2kWaHWuZfMx1uqrCXDG3hItQwtxSbEushNJrYUVK87gc8eZiB4nlcD5Ya2HVeUSYNjQmYLg/5/oLMwJPI3k4G/IL/9bL9IOSWZvwcOnal7finK9zjbwbUV8kqI7h6++4CLQ3KJDSoJShKUJQhqVnF12LJrx0cMijrS3yu9GaoXOa9vnMzkNmTcLXLq6zrCJaXyt4vOhT1iGiUDS7DdO+XLOSklMI05ZOULEfz5jtx2zddlHyZZXyidFjXkiOOWkHvLJwjKRHyyGVDlC9BmvAGoH1/QO2DAjmiqav0ZlgO67XEuvGCKyyNNdr0AI5c7eibFxHs4mt62NoWNsPK2HphjV1WnA57RJGLf2Bt/dtA746ucH1bMrNZMKd+JzaM7vOmx6pavjQ4JSjYsDblWOWZb0KJQ1LAWby7oaASZ1yNukicwUD+OT1x7zYdZrtGsm95Q4P5kMWZYxtFeXUResLQkxkaYfa9Zl46XjZbahMwO8vnmPSpNxMJuyHrmFmK1jSkwV3ogteX+7zYueEz27dX4/lY73HxLcbQqGZtk6r6/PxMzyKh7RaUk8TxDzAeL2rWlmKm85qN5xKZA117c5FbzhlWce8Nt/nhe4psWzXhlL9oOAgmXGQzXm4GHItc+zBvA1542yX7c6SeLvlfNZdM6+woActQgtaowhysZawL7ckqrTEU0M5vDLXMkEMt28jNcQXFSZU62wiP4hoY7FODHSqMP7SiNZglSC5aGgzRbkbI2vPLusGNB2FbCz1s1e9I0I7RqZ3Nya+bKj6XpY/Esj6x1ID2VmpkHv8qlfR+G74Gd/28Bj4r621r+AEZR8+sc4j4N/4Dtv+I+CXrbWfE0L8T9/2t58TQrwMbANL4L99z5/A46l9gWywwQYb/CjxPlhY59baz/zRqwHwh8Ada+1CCPEXgP8LeOE9jcc1YQ+fkIn6x8Cff2KVJ6ew/jbw94G/9R7HBTzFLxCrID9wGUNQWuJJg1o0lAcp5fMdhJf5CQtDet5SbgVUo4Bw7o1ott2pWe4rxxeXlthz30dRzqxNeDAe8XM332IYF+zFLlrbi2bsBnMGKqcjKzqiRvtwqrQh23JJaUO+WDzDHd9L8bHkEX91V3LRujrG3CSc1q6m8qDY4rjoEUlNsGd4PO9zNnPrhTc1d8MzngtPWdqIzy/dffVieswLkYuWf344orGKS7/vry1ucFr0OI1qdjpLJJaLwinrFk2AWaQoLB9Oj/j4zYfr/oy5SQiFJjcxryyu89bMFSZ6YcXxrI+uFFQSUUtEz5/cVqAKgU5dRtGNKxJfYwgDjfQmUqYO1n6gQe6MibDOiKqSApNcRYnnZca8SoiTGmvFuh60rGNKaXjjcI9P3jmk6EYsVrawS9d70g8rFk3EfOLm/IW0BLFG15KoEgRLtx+A53oXmOuC+U7MpEx5sXvCi6mrS5UmdNd/PqSbVOR1iPF9DFaGtLsNKm2dCdc6fIZCh1xUXb50/zZZVq2zwud3zvlI/5jb8QWf6j3kvOlxLXIstxeiY7bVklAYShvwTa+f9Qc4Rd+iiQiUwYzEWqW51ZLFMkET0TYCUq8SDdzsTKEDXzm5wUWZkQbN+pr0w5JAanpBxcdGR+u6ybjOeGbngm5Yc5J3icKWsuuv8dxnjkuFDVw/zUqBuBxBPBVYKR2brlhfRtpMkFwarPTnzWcMVkC0sMjWokNBkOurZ/FmiqqcHW46Lpi/MCDfCdfnNzs1mEgiG0ubXNkWC+NmJJbXIsKlWWc3VU+SnX9QarwfTJOgEOKXgP/C//oXrLWP10ew9jeEEP9QCLEDHAK3ntj0pl/2/eLXgf/j/W60YWFtsMEGG/ygsHwgnejW2l+x1n7Kfz0WQhz4GgVCiM/i/mdfAF8EXhBCPCOEiIC/jnsJPLmvCTARQvysX/Sffo9D/yzwvnUGn9oMBNx8OrhegmoYohJFNVDr+VC/FnHl2FcmvNIuwnruesY6W9nuOF58IDTTNuUXn/8SLyZHDKXLNgBCYTBWIIUlwtu0rpkeVyHYqo8CYE/NyWTDC6HrFm+s5CJxc91fDe/wBXt3neFkQc1x7phMU53xRn1AKDQdWXE7cv5ckdBoBCGaW4HLcu6G7m83owteL6/xanxAayWdoGYYu3FNqpS6u+BBPuJD2RFbQcOln9A+rEZMmoxpk/LqxS4Lb3W71V9SNQHUkvgkQMdgGhcVrjqIo4nTEsuChshHu6uakSkCRCtcTwWw+FhLZ1DwzHDC9WxKPyjXPRGVCXhrvk3VKsJAo6SlE7nzHinNQTrnoDOn1orPn95lUbljLPOYKGoJlEEbiQzdscw8RF9GqEYQ5M4bZLx02cnwIOel7iGVCWmsIpYN9yrXp5HriJOyz8W8gxSWchGRdF3YXd6sYB6gJVBKlLd+3bk5JhSG2ij0OGI+jtady18bp7zW3+NP3XrA3fSCx9VgrYJ8pvo0KBLR0Fi1Zr9N64SLeYdyGSGUZTjICX1/UKslugoILwPqvQY1DRjuufvnueyM/XDKfjzj69PrnC87607/c9HhfN5hq5vTj8u1Sm+tA2ZFwt3RJfMyphPX4MqGzJZ9l314fTETXtU6rIJiz/XxDN/ULA/8/nou+1j5g+hEYrwWVrQwiNaCFN5XRZIdu3NbjULiyxq1qDCpU9JVT9QwpncjVO3qlr6JnmhhqHsSVVt0LJCtXNdHEBCPr5hcPzB+OH0gfxX4L4UQLe4fyF+31lqgFUL8Ms5gTwG/5msj347/DPg1IYTl/19EX9VABDAF/vP3O7in+gWywQYbbPCjwg/DUMpa+w+Af/Bd/vYbwG/8Edt/mXdLR/03fvm/AgY/6Pie2heIrFnr6wjr5kCzwqAjiKdmzZk3kaDpKVRtEVaw8hBRlaUauJ+DwnXPrjrAT8o+PzN6m+fj43XmsaoVXOiEb5Q3MVairaQyAQvfJNBVFY+rwdqBbqW4+2b5cXqqZCeYrdVqtW+jl8LQCWou6w6TOiWQhvvHjkX0lewWr49/mvG4wyfvHPKxvpsuvWg6HBUD+mHJfjwjUzW3I5eJJLJh3HZ4c7rDyXmfF26cMi1d1D0rYgJl2O4s+cbyBof5kJOly3bO3tjGRhYbGkQrCEfuc0/zlEBpzKCiAkQpUYXvETCgKnf+6gH0o5JnM5cJ7byw4LzuMqlSdpIlsQ8Zh2HOtWjKfjhlW81JREvpz+1p22c3us5Zr0djJbUJyH2dozWSl7qPGSjHKLrUHS4aN/ZKB8SqJdchh/mQo9jVlyZRim4lOg8pYkV6JMnn7lpVJlhH/AbBq7MDfvcPP+xuro4mSLyrXRMgpKU895aEWhBOFXYp0Yldd9HXWlGZgFkde8dKwPt4oAXt44zf13d5e7TNTrokb904/vejz9JJarQR7HUXvNB3WWooNeVh19fn4LKVsPCPs4BwrDCRUx82Xc1ux/UcKWFIZMOnOg+4EY+pTLjOkN/K9/hidQtrBe9cbKFbdx3bKuC5m6csmohIabpRxcRnaqJxGYfuaEQl0alzJwTIjlxnupWuC33FzrJA05HrWkmxG2D80IPSMaaEhmSiic8qmr7LuqwU6DRAtDH1KELoqwzEyqs6SnLZYAI39tnt0KlCdwT9By3lSK0n7uOJodh513TED4anTCjxveCpfYFssMEGG/zIYC3oP3laJk/tC8QqiGcuItCxcPzwnkJYaFNJNF/5MyuMEujYORIK7aKYtNSOBVJAWFhMZNYOdyt2ykR3+MLyOe4td8gCF5GXOuRwOeDB23sQGigV2YHXL7rIUFnLcJDz2mB/PdbD+YDzcZd+v6CoQgTw0oFj/NzOLukFJfNmyLyOMQg6XXesN8c7hNJgjeCr92/wZndnvc/lvQFm1BA9imifKbi557S1Pjw4pdAhyyqi1y+4d75NU3qNsFkIgeXOh8fcW2zz2r1rqNRlBuKJ+t/BnUt+etdR0G/EE0oT8ur8gNl+zPG8x3zuolMzjWg7V3PiAM8njh3WkwUT3WGqMzJZref8e7JgWy0ZyoLE13Imvp37QvQYBAWVDVm0EZdVx0X0wF66JBSarWBBR1Yc2Ckz7+pXWd95rlNao3g48xP4FjpZxRLQraAeCpKeO7ezNuGLk2f4yuENDkYz6jZA9NwYg0cJQkeoEpIKij1L94HPNIbu3uvcE1RDV1cDlzF0goqtuGDn429RG7Ue+/myQ96LMUZQNCFntsv51IXxQsDlgyFoQXUt5NF46Jc7L3andgzBUYzyRs/h7EqNuti1yE7DMHKZ7cNyxL1ihz/df5O7vmZW+459hSW93tBYyWvh3prhJoWl1ophXNINa87yLvnYXWM5qt1zUUtkK1wviv8/WveFIycFUGxLWp+BJBfOK8RpYylk6zXpAB05T/kVC2v+TOo7xqHYktTdkKAMkC0UO3Ld9S60q3skY40OpfMbAdJLQ9NzLLCVKm+4fKJe80H5gcAmA9lggw022OD7xOYF8hRhRavDzZ22qXCugoVFNpZq4P2ZJUhtKVNJmzo/A3BztG3HMbnyPYGNzbpH4IX+Oe+U23y+eBYpLF969S7K8+GjsaB8tnLz24uA5ExSeZ0seVCRvJJy+bxifNlhf9dpKylpMJVicn9AsFC0o5YvXzjV2pd7NznYnhKplsfjAXURsrvjtrs9mPBgOkQoiwoMVX11Oc1W7dhAsYXThEPhut4fHm1xfX+CNpLFeYaaBQhPSglzQXOnpBtW5G1E3K/W8+A6cvP2e9cm/Py1N/h05x7gGGRLG7EVLHmj2EMKywPP3sm1wGqJlRasYFYnaw/zjqxQwhIK530in6CwlDbgVHcpbchEZzxqXB/Hq4trnJcd5k1MoxV5HdJ4fbK7vUu+tbzGedNlJ1wwUDmlzzwWfvI9NxEnZY/JNFsfq5IWPYuQC4UJoJe6SH3WpHzzZJ8kbnjw5j6yEsh93xL/3JKmUujAomuJOotY3HH3mtCCaALFruugX0W4QsBBNOOTnYcMfZ1m6TOrk7bPN+fXefnEqQ9sp8u1G+DlrEO4XdLkIeVZtu6XITbIyDkpysZpRq3QZhCPYXHXEiQt1gqywBUcjJW8Od0hEJpn03MGyikDg/O9343m5CbidneyrksFUnNUDOgGFZdVxulFD5V4P5DSeciElwGdh87hr9ry99PCaXFZ6TSyVvpmTQeiucsWoosK2Wjmz15puQntZg2arkRHgsZfLrcP9ywLC0aBv8SoxmU7dV9hhfMVAai7PgsSUG6753nF0DKB8wH6QGCBP4Ge6E/vC2SDDTbY4EcGC3ZTA9lggw022OD9wrIpoj9tiGauwtamkqbj7DXT85piJ6TpeAvNpUUVBqklqhLr1NcKR0PVMWtZ9POxS7PPes5+9PBsxK3dS4KsxWfFiNsFw6gllJqtuzn9sCLwAoJ5G5E82yKFYVYnBJ4WvJ/M2UmXHM4HTKbZurELQNeKR/d3nDR6JRGtoHvDVUs/2jvihe4pl7sd5m3MpHaFzYu8w53rjyl1wLROGC8zhJ/6yKKGRRUhhSUY+6LiEwZA7V3LKMrZi+fkW+F6jBf9Dte6Mz7UO+Gl9BHbyhEDQtHSw7AVLKjNdWqtKHJvNmQkthXI2KDilmUT8VbpLAfO2x65iZi2KedVl1K7uYhENQRSc152uT8ZsVwma/vUOg8Ryjo7WwtZWhOFXt686PHG6S5BoGmagBf3T8lbt8/D8ZBuWjFIChZVvJabR1qqaUZ8pgjn0KbQjX1jonSNh3kRgYbuM1N+at8pRVxLnAjipEm5t9jmjXAP0/h9WmiHTtJFLSWBn/Uqm4BQtlwPx2tDqRX1e6gcAcAgOM579KMS46m1twcTRlHOso1ojWJSu+m41kgepiPaywS1kEQzsZa9N6FFGAEGPz1pST1n9lYy5jAf8I3xNX7z1Y+yuz1nkHhZ+aChH7oBS2FpVg2cbcAwyolly9uzbaKkdXYBgJoGIEC0gnLXTRGtCts6hWDhiuhwtVwa6Jy2iNaiFiU2VKjKy/KPFEHp7lVVW6y8akilEAhjMaHABM6GoNjyxBbtnmVhAMl6f3onQKdOYmWFFYVftKyl3T8QbGogG2ywwQYbfF/YvECeHlgJ5Y77eMKypgLqyFH/1tGQxkkaTC0msGQnLlKTlaZNO7QZ7HytZHE3Ih65MGZcpmgjubt/zidGj/nszpX0dldVhLIlFJpM1nRktS4QG65sSt8s9zksHCXzE92HfKpnWWwnzHVCYxVL30j2IB/x+tkuxTwGJRD1lYDgVrBkJ5jRJIErEDeusfQoG/BidkIoNI1V5CZCcnVzPyi3+IPHd9B9TXQeEOT+nAVgWkUoNM+mZxzEUyrPQ80HEbFs2fHV2jeqA8CJLPZkyaN6iy+d3CIvInThz3uhCHNB25WYoeV42ud3eQ6AR6cjzGXsGuECC+ZK/E7lEp0ZV5CeCrzqOdVHWqLtwkXHjSKUmjh02cmkSrmxNWFcZAyykleP9mmXbuwy0kwbxXjcIU4bgszRcc1hhioFyZkrPNsnnoadaMlnrj1gUmeUBwG3sgnPZ84taj+cIjFcRl0qE3Av2qb2ZAMVGbSwrqaqBbZ2n2u5TLhoepwFfeYyJRQtkb8JGxuQiIZb6ZitMGfSpHR90fvDvWN3PGExVjDVrqJ8v9jmdN6jzTTqUnnarr/GyqJTQTwWlDckUpl1QfxaOOFPb7/N7108x8HulOOzAReBowzrMsA2EmEg21uuyRVaS26MJtzsTOnHzur23thVyvMbFvM4Q2cWW4l1QyC4JtJ4wloccyXLHy4t+a7y2X4f2RqiibsmdU9RdyXCWILCCaEGuXt+gtxQjQJ05GjKVrJuChTtKmMRqNKiY589DaAeWFQkyI7d/4GVaVybgWk/qAzkgxFT/OOGp/YFssEGG2zwI4MF3ruc+1ODp/cFIlhLRYObLzWh8F8QLa8kEJquIpppbCDQXtStGoXoCIx0PwdLSRi4iHFWJXxo65QPdU+4GV0Si2adXUgMBonESUYkolnTJFcU1tKG7IezdWNiT5VksmKockov3ldGLnruBwXDqOC07HI07zM+6bHwdOLcRBgkoWjJpMtIVshkRSZrDIKBletGPYkhUxXjnYx3wpaLpEfT85F6I7CNoNARCsOWWjIXid/OS3u3Hd7M9/n6+BoAj8cDtno5aViTlxH6QYfAB2JCOwplcqoo4oBWGR48cIKEchKw+zUnMSG1ixTBSVk0GdiFi4SD3NWjADCCtlHoPMQaKJOGTuQi9V5ccS2d0dlyn3uxG1N41cxYtgRSU5mAZRvzYOEyv/utpJlEzDOXlapcUPq6SaxaR2mN5xQ6JFVP2KdaRSgcJbY1inoZIS/ddnrYQKUIZhLZuLobuFrWG/Nd3lrs8GA2pBPV7KeujpQFNbFsiaWrjxnEulk1FBopLIloQFw1sY7DDlpLhDRgXP1mRU+VS4nULgOwRhAmen0uQtHyTHxGvNuw0AmL/YTc15+mTcqkSrkoOiyriNpTpFfHzNuIYVRwI52ym7ixH+YD7kcj8lmCnYYEC7mWSzcBxDNDk7lGXV8KJL/mKPXxWFD13frxxP/zFV42KAfVWDSCcsuNIwolVV9iA4hmTgDVP1LUfWg7ElU5Kv6qxmkiZyVgFbSJs8ld1VTaFPggk4ZNBrLBBhtssMH7x0bK5OmCBdm4iKDpCHQo6D2qMYGk3BLraA3rGBs2EIjGrCUQqoFER6AzmN9SRFOcbDkwzOaMopyBKpBYDHKdXSxtvBZJDIVGYdYRHLjotbGKyoSEfg78Ub1FV5UoXytprBPyAyeBMQxzWiuZ1zHTKGOSO7bVNxfXOA4HSGHeFSFXJqAy28SyRQlDKPTa7rYjK0KhuZ5MuSxTJnGGTtyxjJCIUnGYDxiGOVJYLms3P77UEYsm5tF8wGyRUs/dZxS15OLNLqqEdsvQvyeonYYhbddlEKLFZQ/jBNG4yFBVgnLLN5t1n2jukrD1mub8YwodO1ZP5PomkblEZwqkRQSW+SSl7xsK+KkNAAASyklEQVT/wDW8XYumxLJhx8q1SKDyYWZjFdM2XTO+DqMhdWgxyiBqAQlMc5dxTZqUVDqZDmMl53WXtxYue0pUQyeoqEzAw8UQ2wiyQ3esog0Jl4LefUvdh+V1P7hc8Y1H17EGzCziPDQc+ixOtsIZKX1oyq3RxJmHefbbtxYHDMIB3aAmEHqdSeY6pJNWlIvY1R8U62yn9wDq3lXtwVjBYb6qj43YD6cMVU5PljSBWjdcVnHINEmZdRIKHdGuwnsgVQ3an4tYNGx5SfwiDpl3Y5omoMkDrLqqLwoD5UgSzwxWQr59VXuw0t0XYe6ueZu6Y1mBzyIM0bim7QRUQ1+H2xPo2DMkW4ls7bssG4wCIscIa722pWjd+qanqbYDVCOutvG1lA8EFuymD2SDDTbYYIPvC5tO9KcHwjwRXVjP7ik0NnPzoCthN7eeoA0gqqHu+UhIuiylUS5CDueQFy4SCkea1igO6xFv610qE1D4qPa86vBoMqRqAtK4piij9ZzwikkjhOX6cIr1k/sXyw6duCZQmjRoaLQiDV2Y1A1qAqnJ24iqCbBFQHHmaiBfsZCPM8RSYTJNOnTReF0FV3O7AoJIs9t3c9bP9i/YipYUJqTWAboMkEu1Phc6trx9sc1Z3uVi2kFP3LHSR4pyz6AKV5uIfbAVzh27pn9fM3leuVqCTwq8mrqLShsBEqxnCrUdQ7v0cuEZayZYWLA2HhLWyVfgM5BoJihHAhEaN98+V1z2HCtpVrgL2g9KMlkTynadeRicqVdjAiobUnub2boIkQsn760KJwSYT13o+mp3j5O4x6KJmJYp82VCc+GOEV0qdGRpt1qEsoQX4Vo0MZo6OY9yKN7FjFK5RMxSTGqwqSF5HBIs/H2hXURevNXntW4XG5i13W/0VkI9chG8sLDznJPlX9kRUyhEK7CB13XHZR86xp1vLdGt5Cx3PUyfHz/LfjJjO1ySqXqdBa8QCk03qAmFecIIDVqjKExIaxQPii3ilTFYG1G3AW2t1rIqq12GS1fPCkpB3RdrKZPV323g2VPCyZusllnp+kGsit+VIazOsVUgjCWeGZRnuelY0CaCpuP29eTHsspCZGj6hmZ21ZvjCt98cNjUQDbYYIMNNnjfsHbDwnqaIFtL977r26gHETqViFYjG0l2VFPueNaMj1yCwmIiuWZoJGONOrVcZIFjcoRe7hw47fXIm4jzaRf9OCMaC5r+SiLaIrRw0fxRF33NEvhOb9/QTr1lOHy1h058ND5sKc6G6MwQTiVt58qSU9aCar9FdRpMIwnGwTqqzY+6YGHwqkTHkmrLG+/0Dd13pOO5hy6qO9xykfWh3CEcVXSyitk0JXknovvA7a8aCkwgyG2XJu9DYEnmvo5QwvbLgmIPZHXVM5FcWOqBYH5TYaJ31zNUeVUDicaKeluD9KKDxrFvVnP3q6gwKCzVQJCeQ7nljtOutA8tkCusVCSnChNCfuk+V9iruSwzfqd4nlor+nFJFrgsrtQBjVG+XiVY1r5TvpEkF4Jg6Y6f74t1mPuw3eHxLEA2AlW5doPMy6U7sptA3g+xnjW0EjO0Cqqh76kJeZe9q6zd/Lxaus73VW2nzQAD4UwQXyqqLYnwGa2qIDt0LLFqC87fcmZiZ/EIkbbQOjteW17du+Cjew2UilZYxm+7+s15uoMJDfRatrYXdOOK1J+nQJh17UUKu67dGSuYVAmPJwOqeQzSEndcwaUpA0yjkJch/bcE4dJSbol3jUOHwnWr+6ygcwjFju/lUJBeXPVmGL+OiRxrqk2u7ACCpXuuix0nqFgZSTR3440nmnw/oO65zC89989W5p89LUBZTATSZ37hgrUE/geCH1IGIoT4eeB/BkLg3Fr7b/vlfw74X3CWtv+btfZ//CP2cxf4Z9baj/l9/t/APdztfQr8orX29P2MTf7Rq2ywwQYbbPC9YbFav6ev9wMhxBD4h8B/YK19CfhrfrkCfgX488BHgf9ECPHR9zno37XWfspa+wngi8Avvc/tn94MBJ6wuDxZ0g4S1DgH0QFtST3lTlhc5qEtVghiP+caFAZZaeJpQONl3uNzL1OeD2inAjOwbH8DFjdh8IaPoAJBNXTRllWQPXp3NCZa2PoW5LtQD9zfssOQpgvpqUQnOBbPg5U2kKB3P6DpBgjj+iWC3JsXDZTrDWh8R70PgG78TsvZpyLSU1dD0BFEkyv5+qYf0Mw6qCGkp1dRsmydflHvbUl2YljckGvGSriE7ZenTD46oPO4pvVsNR1JdCKou4CvO1n/jEQzH+XV1jGNpFr3dEQzF/0JA9HM0nnspcNLjbwWYZXAKEHTY93drArIHqn1PHn3AWs971oLDpcR5AphYFpIOk66isVtp5GUnArCJUxfcB84qgSDtw3RRDN5PiScQ3LudcG+FbhM6NLSJmItSe7GCJ1jTTWQTi78if8Jg3s181shJnBd2SutpXDhzk3TEwjtzrVsfa/HXLD9jQXFQUrTkcy1Yxu5GxR6Dw1tItCpIJp6ef1U0n9bMX1OEM1cdmPX967bTicQTBRMrs57fCEIFopmoKheiZnu2vX9pCrY+pZmfktRbkM99M+IEZjQIBtJmAt0aun8nu9FugbDNy3TZ13W3WaCwTvuhMxv+XtO+QxtfZ9ZglLQdF2W1ibQOb7KJJYHjs0VzQ1tqgjyK22sYlteadQhQKxspw1Cu88uDOuMRhUu+9WxdDMDGtJzd6xqIGmuVOR/MPzw5Nx/Efg/rbUPAJ7IED4LvGmtfRtACPFPgL8MfPPJjYUQnwZ+zf/6W9/pAEIIAfSAN9/v4DYZyAYbbLDBBwFr3tsX7AghvvTE19/8Hnt9ERgJIf6VEOLLQoi/4ZffAB4+sd4jv+zb8Y+A/8pa+8nv8LefE0K8DDwA/n2uXjTvGX9sMpD3O98HYJVn+fQTRGtoDvouK7EgVhlIa1GN6wOR5onlFkwg6RxrmswxsmI/zx1Nfdd6KMj3FL2HlmY11ypdVB8tDCZ021nxxJiki0qjuSWZuGVN5iLjeGpQlSWeNFQjF1l3H7uIUFUuyuwcGcot97mihY/Opct4eo/c2NtMMnq9pc0kunI9Bqs2kWiuUaWh3AqwD0FHAlW7yGnrUUO5HVB3JXVXkp1eRVT9twuqvQ7RwqAqTdPzXcqNIShch7+OQNVXyqfphSY9rWi6IVYFDN68mnNWlSU7qaiHIaKxxJeuCFJtJfTuFSxvpkQLl/msxt5/M8cGgqYbsrwWUA8EqY/HuocB0dyyuObm2+Mx6yh+8Lqgzdy+TAh3/5mbv1/cirAC2o4imrteCusFoKK5pXPUYkN3/nQs19dYRwIdCbLjho510a7xCgY6lqTnGqsExbYiO776vFYKdr9S0/QC8l1JNFvVgwxNz/cOLTTdQ7Vm7vXulzT9EGElW980FNvuvAfHTqm2/47LkNZKtP4eG7xtSC5q5ncS8h2xDhWTS0tQWOqFpBzB6JuseyZkC9GsZXDPEs3UlZLwUNA5gXxXUI1AnQk6Jy5jHL3eMr8Tc/1zBfO7ydqwDSCeWNrU2dPKFqS/3+OZwSiv5ltB53FLkPsMdFHTZl2aTNJmkmT8hDJ17DKIlenbEyQxd+5ySzLWBIVeq1DU/QB9KlCVdeysK7IasrHvUqv4QWAB+94zkHNr7Wfe47oB8Gng3wNS4PNCiN9/Lxv66a+htfZzftE/xk15rfC71tq/6Nf928DfB/7WexwX8MckA/mA5vs22GCDDX44sPb9ZCDfFUKIXxJCvOy/ruMyi9+01i6ttefA54BPAofArSc2vemXfb/4deDPvN+N/rhkIO9pvu9dEFDsRuufhbYgnA6WbK7m1YVeZRu8O1vw31fReTTTCB9h5HshyURTjv6/9u42RK6rjuP49zdz52GfW7obm7Sx9aFI2og1hdZoLUUQQoUiNi8KUogQBKGobwTxhVahLxRRoVVE2kBEEURFa7EpQYLYFz601SSNMcFWSxPWbpJ9yM5kH+bO/H1x7uwsYe3OTrNz78z+P7Awu9nd/5+zc3POPeee/8lTnmlQL4qhN1sT4UujOcbOzDO7a5S4DBO/PwfApftuBsJofvr2QYZeD0PrwmAY8Y+dmGbqo+Og1n6UQtW47rWYpbE8hWqD5ZEcxfnWmSXFSoivujE4GYaMM7sGycUwcCFmfmeBsX8vs5BUJrZcGC03ojAqq5fCXQOEO5dczShWwr6DEC+MFKs3lUPtoTw0ojLlC+FWYumGItefrjJ9xxAj0w1qQ7mVNsvFRvXmMhgMTcYsjEeU5kI7LY/mqe4ohbWiQYgHw6NW8UAuWZcK+RWuWKiXBCxuK9Eo5MJdz6Kt5A1QGxajZysU5weobosYPl9j/pZwFxctGhM//huXP3kn9aIoHn8txLptFwOV0KaDb8YsjkeU5pKzR4ZzWCQWr89TqDQoVOpYMmpu1nSqbi+E82SWG62niMphlBwtNcgvGyNvxMn3RpSn69RGIqIrdUbfaFAbbO05uvKOAmpYuJOw1vuwuqNEaSZmeSjiusnFlR3b9WK4w6sN5ynN1cPu7GQAHP5OojYckasZpcswcDE5k2Yiolip0yiIkXPGwIWY2feG62Rwqs7SWITlxfifLjKzJxwwUp5psDQa/q7jJ2IsL6o3Jkc4z9ZQAxa2lSjP1IlLuZW1RwxG/1OjsiOiNBfeG82/8fD5GpWbCgxNxSxMROSXkzurhQLxQNhlbjlajy4m76ehqcbKjEA4mjppw3yot6WGWBgurKy3NHNRw4iS+lpNqrfWIa+FjS6Qr/k7zL5PGCwDIOk3wJOSIqAI3AN8F/gncJukdxE6jocJ6yWrf9espFlJ95rZC8Cn3yL0vcCrG81X1gObXyTtB/aZ2cHk80eAe8zs0au+77NAcz5xN/BKVxN9a+PAxbSTuIrntL6s5QOeU7vazekWM5t4O4EkHUniteOime3bwO/+EvAZwrbHp8zse8nXHyA83psHDpnZ42v8bHMR3QiL6A+s8RivgDngoJmdbTcv6LMO5KqfeXED84ybLmv5gOfUjqzlA55Tu7KYU7/piTUQrv18n3POubepVzqQv5LM90kqEub7nkk5J+ec29J6YhHdzGJJjwLP05rvO7XOj/1o8zPbkKzlA55TO7KWD3hO7cpiTn2lJ9ZAnHPOZU+vTGE555zLGO9AnHPOdaTvOhBJ+ySdkfQvSV/OWnxJByRdWLXb9GAKOR6SNCUplX0y68WXdL+kuVVt9NUUctwp6Zikf0g6JekLWYufdjtJKkv6i6TjSY5fz1r8LFxvfc3M+uaDsMD+KvBuwq7N48DtWYoPHACeTLmd7gP2AK9kMT5wP+HcgjTbaDuwJ3k9Apzt8ntp3fhptxNhA9pw8roA/Bn4UJbiZ+F66+ePfrsDWSl5YmbLQLPkyVaJ3xYLxdWmt2r8dpjZpJm9nLyeB06zdrXTvozfDguS45koJB9deyon7fiu/6aw2i1xnHb8hySdkPQLSTvX+HcHe5Opieck3ZFmIslJbh8kjHCzFj/VdpKUT0qCTwFHzayrbdRmfL/eNkm/dSC94LfArRZOATsKHE45nyx6mVCf6APAE8Cv00pE0jDwS+CLZnY5Y/FTbyczq5vZnYTqEHdL2p2x+H69baJ+60DSLnmybnwzu2RmzZOYnyLU+nermNnl5tSEmf0OKEhqt1DdNSOpQPjP+6dm9qusxc9KOyXxZ4FjQNtFArsR36+3zdVvHUjaJU/WjS9p+6pPHyTMbbtVJN0ohZOdJN1NeJ9e6nIOAp4GTpvZd7oZu934abeTpAmFQ4uQNAB8nFBmPDPx/XrbXD1RyqRd1lnJk02PL+kbwItm9gzweUkPAjFhIflAt/JrkvQzwhM845LOAV8zs6fTjE9YAMXMfgjsBz4nKQYWgIfNrNuLox8BHgFOJnPsAF9JRvqpxQfeCZlpp+3AYYUD33LAz83s2bTjZ+1662deysQ551xH+m0KyznnXJd4B+Kcc64j3oE455zriHcgzjnnOuIdiHPOuY54B+J6lqQbVlVZ/a+k88nriqQfpJ2fc/3OH+N1fUHSY0DFzL6ddi7ObRV+B+L6TnJOxrPJ68ckHZb0R0mvS/qUpG9JOinpSFIuBEl3SfqDpJckPX/VDmbn3Bq8A3FbwXuAjxFKWfwEOGZm7yfs3v5E0ok8Aew3s7uAQ8DjaSXrXK/oq1Imzv0fz5lZTdJJQomZI8nXTwK3Au8DdgNHk9JSeWAyhTyd6ynegbitYAnAzBqSaqvqRTUI14CAU2a2N60EnetFPoXlHJwBJiTthVBGPe1DrJzrBd6BuC0vOX54P/BNSceBvwMfTjcr57LPH+N1zjnXEb8Dcc451xHvQJxzznXEOxDnnHMd8Q7EOedcR7wDcc451xHvQJxzznXEOxDnnHMd+R8rEVL8srwPJQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spec = GenExample.sg_sc()\n",
    "spec.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Masking is easy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tfm = MaskFreq(num_masks=3, size=5)\n",
    "tfm(spec).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And you can compose multiple transforms using Pipeline from fastai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from fastcore.transform import Pipeline\n",
    "\n",
    "tfms = Pipeline([MaskFreq(), MaskTime()])\n",
    "tfms(spec).show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
